{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "ee30b7f6-9d26-4b39-8d9e-38e0253ee0df",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Mean Difference: -0.02\n",
      "Limits of Agreement: -1.97 to 1.92\n",
      "Regression line equation: y = 0.89x + 1.69\n",
      "R-squared: 0.87\n"
     ]
    }
   ],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "from scipy import stats\n",
    "\n",
    "# Load your CSV file\n",
    "data = pd.read_csv('Respiration Windows Results/estimated_respiration_rates_window_40.csv')  # Replace with your file path\n",
    "\n",
    "# Bland-Altman Analysis\n",
    "data['Difference'] = data['Actual RR'] - data['Estimated RR']\n",
    "data['Average'] = (data['Actual RR'] + data['Estimated RR']) / 2\n",
    "\n",
    "mean_diff = np.mean(data['Difference'])\n",
    "std_diff = np.std(data['Difference'])\n",
    "\n",
    "# Limits of Agreement (LoA)\n",
    "loa_upper = mean_diff + 1.96 * std_diff\n",
    "loa_lower = mean_diff - 1.96 * std_diff\n",
    "\n",
    "# Plot Bland-Altman plot\n",
    "plt.figure(figsize=(10, 6))\n",
    "plt.scatter(data['Average'], data['Difference'], color='blue', alpha=0.5)\n",
    "plt.axhline(mean_diff, color='black', linestyle='--', label='Mean Difference')\n",
    "plt.axhline(loa_upper, color='red', linestyle='--', label='Upper LoA (1.96 SD)')\n",
    "plt.axhline(loa_lower, color='red', linestyle='--', label='Lower LoA (-1.96 SD)')\n",
    "plt.ylim(-10,10)\n",
    "plt.xlabel('Average RR')\n",
    "plt.ylabel('Difference (Actual RR - Estimated RR)')\n",
    "plt.title('Bland-Altman Plot')\n",
    "plt.legend()\n",
    "plt.grid(True)\n",
    "plt.show()\n",
    "\n",
    "# Regression Analysis (Actual RR vs Estimated RR)\n",
    "slope, intercept, r_value, p_value, std_err = stats.linregress(data['Actual RR'], data['Estimated RR'])\n",
    "\n",
    "# Plotting the regression line\n",
    "plt.figure(figsize=(10, 6))\n",
    "plt.scatter(data['Actual RR'], data['Estimated RR'], color='blue', alpha=0.5)\n",
    "plt.plot(data['Actual RR'], slope * data['Actual RR'] + intercept, color='red', label=f'Linear regression: y={slope:.2f}x + {intercept:.2f}')\n",
    "plt.xlabel('Actual RR')\n",
    "plt.xlim(5,25)\n",
    "plt.ylabel('Estimated RR')\n",
    "plt.title('Regression Plot of Actual vs Estimated RR')\n",
    "plt.legend()\n",
    "plt.grid(True)\n",
    "plt.show()\n",
    "\n",
    "# Optionally, print statistics\n",
    "print(f\"Mean Difference: {mean_diff:.2f}\")\n",
    "print(f\"Limits of Agreement: {loa_lower:.2f} to {loa_upper:.2f}\")\n",
    "print(f\"Regression line equation: y = {slope:.2f}x + {intercept:.2f}\")\n",
    "print(f\"R-squared: {r_value**2:.2f}\")\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "8d76788b-190e-4906-9a6c-997f4fd7d0dd",
   "metadata": {},
   "outputs": [
    {
     "ename": "TypeError",
     "evalue": "Legend.__init__() got an unexpected keyword argument 'fontweight'",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mTypeError\u001b[0m                                 Traceback (most recent call last)",
      "Cell \u001b[1;32mIn[4], line 34\u001b[0m\n\u001b[0;32m     31\u001b[0m plt\u001b[38;5;241m.\u001b[39mtitle(\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mBland-Altman Plot\u001b[39m\u001b[38;5;124m'\u001b[39m, fontsize\u001b[38;5;241m=\u001b[39m\u001b[38;5;241m16\u001b[39m, fontweight\u001b[38;5;241m=\u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mbold\u001b[39m\u001b[38;5;124m'\u001b[39m)\n\u001b[0;32m     33\u001b[0m \u001b[38;5;66;03m# Bold and larger font for legend and grid\u001b[39;00m\n\u001b[1;32m---> 34\u001b[0m plt\u001b[38;5;241m.\u001b[39mlegend(fontsize\u001b[38;5;241m=\u001b[39m\u001b[38;5;241m12\u001b[39m, fontweight\u001b[38;5;241m=\u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mbold\u001b[39m\u001b[38;5;124m'\u001b[39m)\n\u001b[0;32m     35\u001b[0m plt\u001b[38;5;241m.\u001b[39mgrid(\u001b[38;5;28;01mTrue\u001b[39;00m)\n\u001b[0;32m     37\u001b[0m \u001b[38;5;66;03m# Show plot\u001b[39;00m\n",
      "File \u001b[1;32mC:\\ProgramData\\anaconda4\\Lib\\site-packages\\matplotlib\\pyplot.py:3372\u001b[0m, in \u001b[0;36mlegend\u001b[1;34m(*args, **kwargs)\u001b[0m\n\u001b[0;32m   3370\u001b[0m \u001b[38;5;129m@_copy_docstring_and_deprecators\u001b[39m(Axes\u001b[38;5;241m.\u001b[39mlegend)\n\u001b[0;32m   3371\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21mlegend\u001b[39m(\u001b[38;5;241m*\u001b[39margs, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs) \u001b[38;5;241m-\u001b[39m\u001b[38;5;241m>\u001b[39m Legend:\n\u001b[1;32m-> 3372\u001b[0m     \u001b[38;5;28;01mreturn\u001b[39;00m gca()\u001b[38;5;241m.\u001b[39mlegend(\u001b[38;5;241m*\u001b[39margs, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs)\n",
      "File \u001b[1;32mC:\\ProgramData\\anaconda4\\Lib\\site-packages\\matplotlib\\axes\\_axes.py:323\u001b[0m, in \u001b[0;36mAxes.legend\u001b[1;34m(self, *args, **kwargs)\u001b[0m\n\u001b[0;32m    206\u001b[0m \u001b[38;5;250m\u001b[39m\u001b[38;5;124;03m\"\"\"\u001b[39;00m\n\u001b[0;32m    207\u001b[0m \u001b[38;5;124;03mPlace a legend on the Axes.\u001b[39;00m\n\u001b[0;32m    208\u001b[0m \n\u001b[1;32m   (...)\u001b[0m\n\u001b[0;32m    320\u001b[0m \u001b[38;5;124;03m.. plot:: gallery/text_labels_and_annotations/legend.py\u001b[39;00m\n\u001b[0;32m    321\u001b[0m \u001b[38;5;124;03m\"\"\"\u001b[39;00m\n\u001b[0;32m    322\u001b[0m handles, labels, kwargs \u001b[38;5;241m=\u001b[39m mlegend\u001b[38;5;241m.\u001b[39m_parse_legend_args([\u001b[38;5;28mself\u001b[39m], \u001b[38;5;241m*\u001b[39margs, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs)\n\u001b[1;32m--> 323\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mlegend_ \u001b[38;5;241m=\u001b[39m mlegend\u001b[38;5;241m.\u001b[39mLegend(\u001b[38;5;28mself\u001b[39m, handles, labels, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs)\n\u001b[0;32m    324\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mlegend_\u001b[38;5;241m.\u001b[39m_remove_method \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_remove_legend\n\u001b[0;32m    325\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mlegend_\n",
      "\u001b[1;31mTypeError\u001b[0m: Legend.__init__() got an unexpected keyword argument 'fontweight'"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "from scipy import stats\n",
    "\n",
    "# Load your CSV file\n",
    "data = pd.read_csv('Respiration Windows Results/estimated_respiration_rates_window_40.csv')  # Replace with your file path\n",
    "\n",
    "# Bland-Altman Analysis\n",
    "data['Difference'] = data['Actual RR'] - data['Estimated RR']\n",
    "data['Average'] = (data['Actual RR'] + data['Estimated RR']) / 2\n",
    "\n",
    "mean_diff = np.mean(data['Difference'])\n",
    "std_diff = np.std(data['Difference'])\n",
    "\n",
    "# Limits of Agreement (LoA)\n",
    "loa_upper = mean_diff + 1.96 * std_diff\n",
    "loa_lower = mean_diff - 1.96 * std_diff\n",
    "\n",
    "# Plot Bland-Altman plot\n",
    "plt.figure(figsize=(10, 6))\n",
    "plt.scatter(data['Average'], data['Difference'], color='blue', alpha=0.5)\n",
    "plt.axhline(mean_diff, color='black', linestyle='--', label='Mean Difference')\n",
    "plt.axhline(loa_upper, color='red', linestyle='--', label='Upper LoA (1.96 SD)')\n",
    "plt.axhline(loa_lower, color='red', linestyle='--', label='Lower LoA (-1.96 SD)')\n",
    "plt.ylim(-10,10)\n",
    "\n",
    "# Bold labels and titles with larger font size\n",
    "plt.xlabel('Average RR', fontsize=14, fontweight='bold')\n",
    "plt.ylabel('Difference (Actual RR - Estimated RR)', fontsize=14, fontweight='bold')\n",
    "plt.title('Bland-Altman Plot', fontsize=16, fontweight='bold')\n",
    "\n",
    "# Bold and larger font for legend and grid\n",
    "plt.legend(fontsize=12, fontweight='bold')\n",
    "plt.grid(True)\n",
    "\n",
    "# Show plot\n",
    "plt.show()\n",
    "\n",
    "# Regression Analysis (Actual RR vs Estimated RR)\n",
    "slope, intercept, r_value, p_value, std_err = stats.linregress(data['Actual RR'], data['Estimated RR'])\n",
    "\n",
    "# Plotting the regression line\n",
    "plt.figure(figsize=(10, 6))\n",
    "plt.scatter(data['Actual RR'], data['Estimated RR'], color='blue', alpha=0.5)\n",
    "plt.plot(data['Actual RR'], slope * data['Actual RR'] + intercept, color='red', label=f'Linear regression: y={slope:.2f}x + {intercept:.2f}')\n",
    "\n",
    "# Bold labels and titles with larger font size\n",
    "plt.xlabel('Actual RR', fontsize=14, fontweight='bold')\n",
    "plt.ylabel('Estimated RR', fontsize=14, fontweight='bold')\n",
    "plt.title('Regression Plot of Actual vs Estimated RR', fontsize=16, fontweight='bold')\n",
    "\n",
    "# Bold and larger font for legend and grid\n",
    "plt.legend(fontsize=12, fontweight='bold')\n",
    "plt.grid(True)\n",
    "\n",
    "# Show plot\n",
    "plt.show()\n",
    "\n",
    "# Optionally, print statistics\n",
    "print(f\"Mean Difference: {mean_diff:.2f}\")\n",
    "print(f\"Limits of Agreement: {loa_lower:.2f} to {loa_upper:.2f}\")\n",
    "print(f\"Regression line equation: y = {slope:.2f}x + {intercept:.2f}\")\n",
    "print(f\"R-squared: {r_value**2:.2f}\")\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "3ec7206c-8aea-401f-b43e-491ed063db99",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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fERUVpTjO1Xv4448/VtSbM2eOVR3L9EHpu/aXX35RlDdp0kTodDrFsZZp8J6SjI+IiDD9COmJNhhGDqcXMowbaN26NbZt22ZTLvbvv/9WbCcmJiomJjdu3Fixf9++fabPR48eVewbPHiwYrtly5aVWpgzIiICt912m8191bHz9ttvN30+fPgwYmJi0KhRIwwaNAgzZszA2rVrrdK05MdcvHgRCQkJiIiIQN++fTF16lSsXr260ul7R44cUWzffPPNiu2IiAh07NhRUWa5aK6cESNGKLYbNmyo2C4uLq6UfZbk5OQgOzvbZj8feOAB/Oc//3GpnZMnT6KsrMy0HR0djXbt2inq3HTTTYrttLS0attvieX49+vXzyqlydIOR+NfVUpKShRpbiqVCnfccYdpW/4ZsE4xPHTokGJ70KBBiImJcbud1WHGjBno06cP3nvvPezZswdnzpxBVlYWsrOzUVBQoKhrmXJaHcaOHWslRgJQauH69etN5X369FGIMlTlO6IqWKbF2kvtrCl7XMVyMXRLewcOHGj6rFarFWmAln/Hhw8fRkJCAh5//HF8//33OHr0KM6dO4fs7GxkZ2crRGyqem9Y/r949dVXFf8vVCqVVfqg9D8jNTVVUd6vXz94eSlXMKqJxeGjoqKwefNmJCUl1WobzPUDO10MU0kiIiKs1uE6ceIEbrjhBpw+fdqqfn5+fqXaLywsNM2XKiwsVOyzfOi3V2aP+Ph4u/uqY+ekSZMwZ84cxbyfrKws/Pbbb3j33Xdx9913Iy4uDr/88otp/4ABA/D2228jICDAVJabm4tdu3bhww8/xJQpUxATE2OlFuYIyz7YmkNjWeao35YP2pbzmoSb5soAgK+vL5o1a4Z77rkHW7Zswf/93//ZVLWzhSv99vX1RWBgoMPjqou7x7+qrF+/XvEg2qNHD8W1HDVqlGJsf/75Z1y5csWuTbGxsW630RLLe0mn09mt+8MPP+Ddd991uW1HbVWWoKAgjBo1yrT9yy+/mJbKkP94MGnSJMVxVfmOqAr2JOP37t1bK/a4SlRUlGLb8scKy/2Wcx/lTJ482WUFQGfqnfaoyt+tNI/U8v+a5Twye2XVISwszGp+bHZ2Nvr27YuUlJQaa4O5vmGni2Eqyd69e5GXl4djx44pognZ2dkYP3681cNTSEiI6bNKpbL5K6zlS/pHGBwcrGjL1q+SkmS1K1g+dLvLTpVKhcWLF+PcuXP49NNPMWvWLIwcOVLxsCpN6pc/AD7++OO4cOECvv76azzzzDMYM2aMIlpYUlKCadOmITs726X+yfsA2B4byzLLY+RYPvi46gS5SlpaGgSleaO0tBRnzpzBmjVrrKJBznCl32VlZVYS3476XhXcPf5VZc2aNYrtP//8U/ELfJMmTRR/pzqdDt98841p2/JHFXtLDFQHy3tJLkwDkECCPb799lvF9tixY3Hy5EnodDoIIfC///3PfYbaYMKECabPFRUVSE5OVohq+Pn5YezYsYpjqvod4Snqmj2WkR5LXBUcOXv2LP766y/TdlBQEL799lvk5+ebvmuio6OrZStg/XcbGhrq9P+F1AdLwRfJGXNWVh2+++475Obm4ty5cxgwYICpvKioCHfffbdisWNPtsFc37DTxTBVJCEhAd98843in+Eff/xhpeglT2cTQmDXrl12F+/MysrChQsXTApVbdu2VbRluZbS6dOn3bY2SHXslIiMjMR9992HJUuWIDk5GRkZGbj33ntN+y9fvmyVghYcHIwxY8Zg0aJF+Prrr3HixAnMnTvXtL+8vBy7d+92qQ/t27dXbG/ZskWxnZOTY5UW06FDB5farsu0bNlSoRiWlZVlpQy5detWxXazZs0UUUbLX87l6oOuYjn+O3bssHpgtbTD3eOfm5tbpeiEPMWwU6dOin2//fYbzp8/77SNyoyh5d/OxYsXTZ8rKiocLrIuV90DgPnz56Nly5amB/fKKJpWhSFDhige3D/99FNFauHIkSOtfjCSqMp3hCeprD3u+DvxJJb3xuDBg3HHHXeYroeUhmoPV/tnmaY9Y8YMp/8vpkyZAoBS1+Xs2LHDKuImqey6myZNmuDrr79GWFiYqSw9PR3Lli2r0TaY6xN2uhimGrRp08b0j0TihRdeUPyKPm7cOMX+sWPHIiUlxVRHCIG0tDR8/PHHGDlypEIqVz7vAADeeecdbNq0CUIIXLx4Effff7/VIrNVpTp2vvzyy5g1axa2bdummE+SnZ1tlXIpPYR/9NFHePjhh/Hzzz8rInj5+flWOf+u/tJs+ev6Cy+8gB07dkAIgZycHEyZMkXxa2SPHj0QFxfnUtt1GV9fXwwfPlxRdv/995sWdj1y5AiefPJJxX7LhT0tf7m2dPBdoXfv3oq5fxcuXMCjjz6KgoICGI1GrF+/HitWrHBoR3X5+uuvFfeLv7+/3V/eNRqNqd7OnTtN0aWkpCTFXMmioiLTcgrSQ2h6ejrmzZunkMK2HMNjx47h0qVLNu1s3ry5YvuVV16BTqdDfn6+0wViLc/z+eefw2AwQKfTYfny5fjss8/sHusONBqNwjHZunWrIt1s4sSJVsdU5TvCk1TVHsuxd7bsRE1jad/u3btx8uRJADT386677qrU8fbu4WHDhil+tHn99dfxwQcfKNJ68/LysGXLFjz55JPo1auXqbxPnz6K85w/fx5PPPEEiouLodPpsGzZMo85XQClLlrOl12yZEml5ri6ow3mOqSmlTsY5loDFkpFlqpuZ8+eFVqtVlHnq6++Mu0vLy8XXbp0sWrHy8tLNGjQQHh7e9tVaaqoqBBt27a1Ola+YKultLAj9UJHamrVsfPxxx9X7AsKChJhYWFWtgUGBpokrt966y2rfQ0aNLBSY1Sr1QoVNEcqe6WlpaJ9+/YOx0ver+3btyvGwJmCn6VUc2UVtZzdS5U53lKNLTU1VSHhLL0sJdoBUhW8dOmS4vgFCxZY1QsJCRFRUVFWktSO+PTTT63aUalUVqqRAMSQIUOsjq+ueqHlMgoffvih3bqjRo1S1H3ttddM+9avX29z0VcfHx+FOqClel1cXJyivkajEZGRkSIqKkq89NJLpnorVqyw2ba9xbjl6oUffvih1X5fX1/T36jlWFvep+5QiDx48KBNO6Ojo02y+nKq8h3hCpbnlxRBbb3kaqNVteejjz6yOmdgYKDpHGVlZUKIyqsXWt5Hzr6L7F1Dg8EgYmNjrWyU7lm1Wq2QjLd1/V29h19//XWb90BYWJjVd5Hl95WtxaY1Go2VbfbuYWc4W9i4oKDAaiF5+d+/u9pgGDkc6WKYahIfH281afyll14yRYi8vb2xceNGxS99AE1gzs3NtZrLIZ93pdVqsXbtWqvJu5Kq1h133GFafFTC0QRrR1THTksKCwuRl5eniPip1WosW7ZM8euonKKiIuTm5lpF7p577jmFCpojfH19sXHjRqv0MEsVMj8/P3zyySfo16+fS+1eC7Rp0wbr169HgwYNFOWWv7zGx8fjp59+shK0mDx5slXKW35+PrKzs+1Ga2xx33334Y033lBEkcS/c9bkDBo0CF9++aXL7bpCRkYGdu3aZdr28vJSiD5YYhllk6cYjhgxAqtXr7Yak/Lycit1QDnTp09XbBsMBly+fBnZ2dkKAYEpU6ZY3afl5eUwGo2IjY1VRJIsmThxopVaWllZGSoqKtC0aVM899xzdo91F506dbJKMQOAe++9V3Ht7VGV7whXkBRBbb0s5zRWxZ477rjDak5UUVGR6Rzy42sDyWbL/wPSPbto0SKnc7pcvYdnz56N+fPnW50rLy/Paqwt53E9++yzVmq8BoMB5eXlCAkJwWOPPebQxuoSFBRkFf1fsmRJpeZluaMN5jqjNj0+hrkWgMUvbraiE2fOnLGKdn333XeKOnq9Xnz55Zdi9OjRIiYmRvj4+Ahvb2/RuHFjcdNNN4mFCxeKQ4cO2bTh7NmzYsKECSIyMlL4+vqK9u3bi6VLlwqDwWC1YK98gcbKRLqqY2d6erp47733xLhx40Tbtm1FZGSk0Gg0wt/fXyQkJIj7779f7Nu3T3FMdna2+Oijj8TEiRNFx44dRXR0tNBqtcLX11c0b95c3HPPPWLr1q1W9rmynlR5ebn4v//7P3HLLbeIhg0bCi8vLxEUFCQ6deokZs+erVibqzJt1+VIl8Tly5fFCy+8IG644QYRGhoqvLy8RHh4uOjbt6944403RGFhod32//zzTzFs2DARHh6u+MXfci0fVzh69KiYPn26SExMFAEBAUKr1YpGjRqJ22+/3bSIqi2qE4VZvHix4tjBgwc7rJ+fn2/1y/o///yjqHPu3Dkxb9480bNnT9N4NmzYUNxwww3iv//9r1XE0Gg0imXLlonOnTtbRZws1zLKyckRDz/8sGjUqJHQarWiadOm4sknnxS5ublO1+kqKioSs2fPFrGxsUKr1YqYmBjxyCOPiJycHKf3qbvWQluyZInVPX3w4EGbdavyHeEKlud39JKPQ3XsOX78uBg3bpzVmlcARGlpqRCi9iJdElu3bhX9+/cX/v7+IigoSPTu3du0mLuzYytzDwshxOHDh8X06dNF+/btRVBQkNBoNCI0NFR07dpVTJs2TSQnJ4vy8nKr4yoqKsTixYtFQkKC8Pb2FlFRUeK+++4TaWlp1f6udRalEoIiVeHh4Yp6b775plvbYBg5KiFq+WcZhmGqTGZmJpo3b26ahNykSROHqmcMwzAMwzBMzcPphQxTx9m4cSPeeustq3VRLly4gMmTJytUn+68886aNo9hGIZhGIZxAke6GKaOs3r1akyZMgXe3t7o2LEjIiMjkZWVhdTUVJSVlZnqRUVF4eDBg25Zg4VhGIZhGIZxH45X42MYps5QUVGBffv22dzXokULfPvtt+xwMQzDMAzD1EE40sUwdZyMjAx89NFH+PXXX3HmzBnk5uZCCIGIiAh07twZo0aNwvjx4+Hn51fbpjIMwzAMwzA2YKeLYRiGYRiGYRjGg7CQBsMwDMMwDMMwjAfhOV0uYjQaceHCBQQFBUGlUtW2OQzDMAzDMAzD1BJCCBQWFqJx48ZWi4Tbgp0uF7lw4QJiY2Nr2wyGYRiGYRiGYeoImZmZiImJcVqPnS4XCQoKAkADGxwcXMvWuAedTodNmzZhyJAh0Gq1tW1OvYTH2LPw+HoeHmPPwuPreXiMPQuPr+fhMfYsVR3fgoICxMbGmnwEZ7DT5SJSSmFwcHC9crr8/f0RHBzMf8QegsfYs/D4eh4eY8/C4+t5eIw9C4+v5+Ex9izVHV9Xpx2xkAbDMAzDMAzDMIwHYaeLYRiGYRiGYRjGg7DTxTAMwzAMwzAM40HY6WIYhmEYhmEYhvEgLKThIQwGA3Q6XW2b4RCdTgcvLy+UlZXBYDDUtjn1Eh5jz8Lj63l4jK3RarXQaDS1bQbDMAxzDcFOl5sRQiArKwtXr16tbVOcIoRAdHQ0MjMzecFnD8Fj7Fl4fD0Pj7FtQkNDER0dzWPCMAzDuAQ7XW5GcrgaNmwIf3//Ov0P2Wg0oqioCIGBgS6tpM1UHh5jz8Lj63l4jJUIIVBSUoJLly4BABo1alTLFjEMwzDXAux0uRGDwWByuBo0aFDb5jjFaDSioqICvr6+/DDlIXiMPQuPr+fhMbbGz88PAHDp0iU0bNiQUw0ZhmEYp/B/UDcizeHy9/evZUsYhmEYTyJ9z9f1ubsMwzBM3YCdLg9Ql1MKGYZhmOrD3/MMwzBMZWCni2EYhmEYhmEYxoOw08UwDMMwDMMwDONB2OliXGLhwoVQqVRQqVSYPHmyw7pSvaZNm9aIbUztcvbsWdM1HzBgQG2bU+scOnQIY8aMQcOGDeHj44OmTZvisccew+XLl11uo6ysDIsWLUK3bt0QFBQELy8vRERE4JZbbsGGDRus6hcUFGDOnDlo3bo1fHx8EBYWhiFDhmDr1q3u7JpHqKiowJw5czBw4EAEBwdX+146evQoJk+ejLi4ONNYdO7cGc8995xV3a+++gp9+/ZFcHAw/Pz80L59eyxatAjl5eXV7BXDMAzDKGH1QoZhGDfx66+/YtiwYSgrKzOVpaen45133sHGjRuxe/duREVFOW1n3Lhx+OGHHxRlubm52LRpEzZt2oRPP/0U9913HwAgLy8PN954I1JTU011KyoqsHnzZmzZsgUrV67ElClT3NRD91NSUoLXXnvNLW199913uPfeexVOU0VFBa5evYqioiI8//zzpvK5c+di8eLFiuP/+ecfPPvss9i6dSt++eUXViVkGIZh3AZHuhi3I4SAEAJnz56tbVMqRUlJSY0e5w6MRmOt/yrftGlT0zXftm1brdpSm+h0OkyePBllZWVQq9X4/PPPkZubiyeffBIAcObMGcyaNctpO9nZ2SaHS6VSYcOGDSguLsbs2bNNdZYvX276/Oqrr5ocrnvuuQf5+fn4448/EBAQACEEZsyYgezsbHd21YrJkydDpVJh9erVlT5Wq9XikUcewUcffYRly5ZV2Ya0tDRMmDAB5eXlCAkJwerVq3Hp0iUUFBRg7969pusAUDTs1VdfBQBER0fjyJEjyMnJwZAhQwAAW7duxYoVK6psC8MwDMNYwk4X43ZspReuXr3aVP7cc89h6dKlSEhIgJ+fH9q1a4fPP//cqp20tDRMmzYNzZs3h4+PD4KDg9GvXz98/fXXinplZWWYMmUKOnfujMjISHh7eyMgIAAdO3bEggULUFxcbNe+PXv2oH///ggICMDQoUNd7pe94w4dOoTx48cjJiYG3t7eiIiIwJgxY2ymeR09ehS33norAgICEBERgalTp+Kvv/6ymV4lT+98//338cwzzyA2NhZarRZ79uwBQA/9b7/9Nnr27ImgoCD4+PggISEBzzzzDAoKChTn3r17N2699VZERETAy8sLYWFhaNeuHSZMmIAzZ86Y6m3YsAH9+/dHWFgYvLy80KBBA3Tu3BkPPPAA8vLyADhOL8zKysITTzyBVq1awdfXF4GBgejatStef/11VFRU2B3fvXv3YvDgwQgICECTJk3w8MMPo6ioSFF/wIAB0Gg0CAsLc+rsDRo0yNT+0aNHFftGjBhh2nfo0CGH7Thi06ZNyMzMBAD069cP9957L8LDw/HKK6/A19cXAKWz5efnO2xHHl2JjIzEsGHD4O/vj3vuucdULnf0N23aZPr8+OOPIzg4GD179sTgwYNNdb/88ksAwNdff23q62233WY6bufOndBoNFCpVOjevbvVtfEkAQEBeO+99zBlyhS0atWqyu0sXbrUNC5LlizBpEmTEBkZiaCgIHTv3h3Tp0831d2yZQuEEACAUaNGoV27dmjQoAEeffRRU52VK1dW2RaGYRiGsUIwLpGfny8AiPz8fLt1SktLxdGjR0Vpaam50GgUoqiobr2MRiGEEAaDQeTl5QmDweC0/88995wAIACISZMmOawr1YuPjzeVrVq1ylQeFhZm+ix//f7776b6f/75pwgKCrJZD4B45plnTHXz8vLs1gMghgwZYtM+f39/4efnZ9ru37+/S/2yd9z69euFVqu1aYNKpRIrVqwwtXXmzBmb4xAbG2vTHvn4R0REKI757bffRFlZmejfv7/dMUhMTBRXrlwRQgiRmZkpAgMD7dbdvHmzEEKIffv2CS8vL7v1Tp48KYQQIi0tzabNp06dElFRUXaP79Onj+JvRSr38/MTPj4+VvWnTp2quB7y/m7dutXhtfvxxx9NdR955BFTeU5OjumaJSUlOWzDGfPnzzedY+bMmYp9HTp0MO379ddfnbY1ceJE032zYcMGUVxcLGbNmmVq4z//+Y+pbkJCgqk8JSXFVD5y5EhT+fjx403ljz76qKl8+fLl4urVqyI+Pl4AECEhIeL06dMKW1z5npg0aZIAIFatWuW0b4746aefXP57tKRt27amY+fMmSMSExOFj4+PaNy4sXjkkUdEbm6uqe6iRYtMdR9++GFT+bp160zlGo1GlJWV2T2fze/7KlBRUSGSk5NFRUVFtdph7MNj7Fl4fD0Pj7GMQ4eEOHXKrU1WdXxd8Q3kcKTL05SUAIGBdetVi+lwAE36/+KLL5Cfn4+nn37aVP7JJ5+YPt9///0oLCxEaGgotmzZgrKyMmRkZKBv374AKKXqyJEjAAA/Pz98/vnnOH36NAoLC1FRUYFTp06hc+fOACgScPjwYSs7SkpKkJSUhBMnTqC4uBjvvfeeS/bbOq60tBQPPvggdDqdKVJTXl6O1NRUtGrVCkIIPPXUU8jJyQFAkSspUnTLLbfgwoULOHPmjEvzffLz87F69WoUFBTg7Nmz6NChA5YvX47t27cDoLkqubm5KC4uNqVQpaam4pVXXgEA/Pnnn6ao0euvv46ysjJcuXIF+/fvx6JFixAdHQ0A2L59O/R6PQBg7dq1qKiowKVLl7B7924sWLAAgYGBDu187LHHTGltEydORE5ODk6cOIFOnToBAHbt2oV33nnH6rjS0lKMHj0aly9fxp49e+Dj4wOA7g/xb3Sistx2221o3749AODTTz81Rf6++uor0+K2Dz/8sKm+PLLo6CWP5spT+EJDQxXnDwkJsVnPHqtWrcKcOXMghMDw4cMREBCAN954Az4+Pnj88cfx0ksvmep26dLF9HnZsmUoKCjAn3/+iS1btpjK5SIeb775pumYp59+GuPGjUN6ejoA4P/+7//QvHlzp/bVReTpzFLKZXl5OS5cuIAVK1agb9++pkiYfMySk5Pxzz//IDc3V5FSaDAYcOXKlRqzn2EYhnHAjh2ASgV06gS0agUYDLVtUeWptDt4nVLlSFdRkRBA3XoVFQkhai/SNXr0aFP54cOHTeW33HKLEEKIkydP2o2OyF9LliwxtbNy5UrRp08fERYWJtRqtVXdL7/80so+ACIjI8Np3105bvPmzS7Z/M033wghhIiOjjaVHTp0yNSOvV/65eN///33W9l24403Oj13+/bthRBCHDhwwFTWpUsXsWDBAvH555+Lv//+Wxj/jYIKIURycrKpXr9+/cSLL74ovvrqK3HixAnFuW1FukpKSkxRMpVKJfLy8kz15dGEPn36WI2vWq02ReWEEKJbt26mfRcvXlScuzL38OrVq03tLF26VAghRO/evQVA0Vf53618vB295Pf41KlTTeX//e9/7V4f+b1oj6efftrm+VQqlejfv784fPiwqe4///zjMHIJQAwfPlzR/smTJ60iyTNmzLBpi60xliJjzl7PPfec077KqU6kSx5l7ty5s8jMzBSZmZmiU6dOpvJ33nlHCCGE0WgUN910k1P7c3Jy7J6PI13XDjzGnoXH1/Nc12N87Jj1c2zDhqasLXfAka76gr8/UFRUt17+/rU6JImJiabPAQEBps+S4purk/6lqNEbb7yBBx54ALt27UJeXh6MRqNV3dLSUquyyMhIxMbGVsp2e8dV1mbpHQDi4+NNn12R2e/WrZtVmSvnl87ZuXNnLFmyBKGhoThw4ABeeOEFjB8/Hh07dkTr1q1NEcSRI0di1qxZ8Pf3x44dOzB//nyMGzcOrVu3Rrdu3XDhwgW757py5YopShYSEqKI/NiLDklER0cjLCzMtG3rHqkK9957L5o0aQIAeO+993DmzBns3r0bADBp0iTTvCuAIl3iX3EQRy95dEUepbx69ari3PJ5XM6imYcPHzap+YWFhWH37t0oLS3Fpk2b4OPjg+3bt2Pw4MGmaGXbtm2xe/dujBw5EqGhoQgICEBSUhImTZpkalN+jwFAy5YtMWbMGNO2Wq12SeSjLhMZGWn6PHnyZMTExCAmJkah3Lh//34ANH/whx9+wNy5c9G0aVN4e3ujefPmmDNnjimyGhQUpLgPGYZhmBrk8mUgIABo00ZZvmIFkJ1NUa9rDHa6PI1KRTdNXXrV8o2q1WpNn1U2bJE/lLZp08buA6+ULvfZZ5+Z6kuT6YUQuOOOOxza4V9F59PWcXKbb7nlFpONBoMBeXl5MBgMMBqNmDZtGgDlA6IkvgCQeEh1z79nzx6b4yV3kmbNmoXLly/j4MGD+PbbbzFv3jxoNBqcOnVKoZK3ZMkSXLlyBXv37sVXX31lEiP466+/8MILL9i1MTw8HF5etCJFfn6+wumw56hIyO8PwPY9UhW0Wi0ee+wxAMDx48fx4IMPmvbJUwuBqqUXJiUlmT5LjitAjuKpU6dMNnTt2tWhnf/884/p84033ohevXrB19cXgwcPRrt27QCQQIlc9KNDhw5ITk5GXl4eioqKsGfPHoUYhiSqIbF161Z8/PHHpm2j0YgpU6bA4GK6xtmzZxX3luTgrVq1SlG+cOFCl9pzBz169LBZLmQpqfK/HT8/P7zyyitIS0tDeXk5Tp8+jUGDBpnUQG+66Sao1fwvkmEYpkYpLQW6dgUaNlROh5k1CzAaAYv/19cS/B+FqTTnz5/Hzz//bPWyFU2qCi1btjTNvzl27Bhmz56NixcvQqfT4cyZM3jvvffQsWNH0zwU6eEeAAIDA6FSqbB+/Xps3LjRLfa4wo033mhypDZt2oQlS5YgNzcX5eXlOHHiBF577TW0bNnSVF+SpgaAZ599FtnZ2Th79iwWLFhQpfOPHj3a9Hn69OnYv38/ysvLkZubix9//BFjx47FokWLAJBq4n//+1/s3bsX0dHRuP322zFmzBjTL/wZGRkAaE7XK6+8gn/++QdNmzbFqFGjMGrUKNN5pHq28PPzMz3oCyHw5JNPIjc3F6dPn1Y4ayNGjKhSf4HKqRdKTJs2DUFBQQCA3377DQAwcOBAJCQkVNkOicGDB5sioDt27MAXX3yBvLw8PPvss6YI3bhx4xAcHGw6xpbzJo+i/v7770hJSUFZWRk2b96scMikKExpaSneffddnD59GuXl5cjIyMCzzz6LL774AgA5ZLfffrvpuKysLIwfPx5GoxHR0dEmxb5t27Y5dKQ9SU5ODnJychQqmzqdzlQuV2uU5OlVKpXiut9///2mz6tXr8a5c+dw7tw5hXMp/7v76quvkJKSgoKCAuTn5yM5OdkUFVOr1ZgzZ44nusowDMPYwmgE7r6bsrEOHDCX3347oNMBS5bUetCg2lQqefE6pspzuuowVZ3TZe+VlpYmhHA+p0s+z8Oe8t2ff/4pgoODXTrf4sWLrfap1WrRokUL07ZcVc2Wfa7g7Ljvv/9eeHt7O7RZwp56YZMmTUyfBwwYYHP8bSnElZWViQEDBrg0v2bnzp0O682aNUsIIcSnn37qsJ40P8beNTxx4oSIjIy0e3yvXr1sqhdajq9cpVC65pblztQL5chVAAGItWvXunysM7Zu3Sp8fX1t9rdZs2YiKytLUd9Wn12ZbzRs2DBTfUfqnU2aNBHHjh0z1TUYDGLQoEGm/T/99JPQ6XSiV69epr+bLVu2KGysCfVCZ98t8u8M6VwAKXfassPWa/To0Yo5i3J1R/lLpVKJZcuWObWZ53RdO/AYexYeX89T78d4wQLreVutWglRWFgjp+c5Xcx1TY8ePfD333/j0UcfRcuWLeHj44PAwEC0atUKY8eOxerVq9G4cWMAwOzZs/HCCy+gadOm8PHxQadOnbBu3Tr06dOnRm2+/fbbsX//fkycOBFxcXHQarUICQlBQkICJkyYgLVr15rqNmvWDDt37sSQIUPg5+eH8PBwTJkyBR9++KGpTkREhMvn9vHxwebNm/HOO++gV69eCA4Ohre3N2JiYtCvXz+89NJLphSw5s2bY8aMGejatSsiIiKg0Wjg7++Pzp07Y/HixVi8eDEAmjv24IMPokOHDggPD4dGo0FQUBCSkpLwwQcfYMaMGQ5tatWqFQ4ePIgZM2agRYsW8Pb2Np1n0aJF+O233xTzqGqKJ554whQdjYqKUkQJq8ugQYOQkpKCO++8ExEREdBqtYiPj8fMmTPxxx9/uKROKS2IvHjxYnTv3h1BQUFQq9UIDg5Gjx498Nprr+Hbb7811ff19cU999yDFi1awN/fH76+vmjTpg3mzJmDgwcPKqJ4L7zwAn799VcAwMyZM3HrrbfCy8sLa9asQUhICIxGI8aPH4+srCy3jUlN8tFHH+G9995D165d4efnBz8/P3Tp0gVLly41rVEmccstt6B79+6mNeiioqJw55134vfff8fMmTNrsRcMwzDXCZ98QtEryyyL8+eBEydIcbseoRKiihrM1xkFBQUICQlBfn6+Ij1ITllZGdLS0tCsWbNaeZisLEajEQUFBQgODua5Cx7C0Rj/8ssvSEpKMsmJX758GVOmTDGlRX744YeKeUeMNVW5h//66y90794dQggsWLAAzz//vIetvLbh7wnbuOv7XqfT4ccff8TQoUOt5jMy7oHH2LPw+HqeejfGv/0GDBpkXX7oENCxY42bU9XxdcU3kOPltAbDMB5h2rRpyMjIQEREBLy8vJCdnW1SXhw8eDAmT55cuwbWM5YvX46lS5eaRCAiIyPxxBNP1LZZDMMwDHN9kJoKtG1rXf7zz8Att9S8PTUM/2zJMLXEfffdh44dO0Kn0+HSpUsIDQ1F//798f777+Onn35SCIQw1ScnJwenTp2Ct7c3+vbti19++YUlwRmGYRjG02RnA97e1g7XBx/QDK7rwOECONLFMLXGSy+9hJdeeqm2zbhuWLhwYY1KmDMMwzDMdU1JCXDDDYBsGRUAwNNPA6++WunmjEYgIwMoLASCgoC4OOBaynqvc6YuWrQIPXr0QFBQEBo2bIhRo0bh+PHjijpyyWDpJV8jxx7ffvst2rZtCx8fH7Rt2xbr1q3zVDcYhmEYhmEY5vrDYADuvJPWhpU7XKNHA3p9lRyu1FRg8WJgwQLgxRfpffFiKr9WqHNO1/bt2zF9+nSkpKRg8+bN0Ov1GDJkCIqLixX1br31Vly8eNH0+vHHHx22u2fPHtx1112YMGECDh06hAkTJmDcuHH4448/PNkdhmEYhmEYhrk+ePZZwMsL+O47c1m7dkBREZVpNJVuMjUVWLaMlu+KiAASEuj9wAEqv1YcrzqXXvjzzz8rtletWoWGDRti//796Nevn6ncx8cH0dHRLrf79ttvY/DgwZg7dy4AYO7cudi+fTvefvtt0yKi7oIFIRmGYeo3/D3PMAwjY+VKwFJx2csLyMwEKvG8bonRCKxbB+Tk0JQwaeWP4GDaPnoUSE4mR6yupxrWOafLkvz8fABAeHi4onzbtm1o2LChSXzg5ZdfRsOGDe22s2fPHjz55JOKsltuuQVvv/22zfrl5eUoLy83bRcUFAAgWUmdTmf3PEIIFBUVwcfHx2G/6gLSQ4MQwqSax7gXHmPPwuPreXiMbVNUVGQaG0f/E5whHVudNhjH8Bh7Fh5fz1OXx1i1ZQu8hg61KtcdOEARLgCoht0ZGcCpU0DTpraDZPHxwMmTQFoazfGqClUd38rWr9PrdAkhMHLkSOTl5WHnzp2m8rVr1yIwMBDx8fFIS0vD/PnzodfrsX//frvOjre3N1avXo17773XVLZmzRpMmTJF4VxJLFy40Ob6PWvWrIG/v79dm4OCghAWFoaIiAh4e3srFuNkGIZhrm2EEKioqEBOTg7y8vJQWFhY2yYxDMPUOEHp6Rj0+ONW5b8//zxyOnWqBYtqnpKSEtx77731Y52uGTNm4O+//8auXbsU5XfddZfpc/v27dG9e3fEx8dj48aNuOOOO+y2Z+kACSHsOkVz587FU089ZdouKChAbGwshgwZ4nBghRC4dOmSKTJWlxFCoKysDL6+vuwceggeY8/C4+t5eIxtExkZiXbt2lV7THQ6HTZv3ozBgwfXj0VP6yA8xp6Fx9fz1KkxvngR2vh4q2L9hx9CTJqEnm4+XUYG8PLLQIMGpFhoSUEBcOUKMG9e9SJdVRnfyj7r11mna+bMmfj++++xY8cOxMTEOKzbqFEjxMfH4+TJk3brREdHIysrS1F26dIlREVF2azv4+NjM2qm1WqdXpCYmBgYDIY6GQaWo9PpsGPHDvTr16/2/4jrKTzGnoXH1/PwGFuj1WqhqcJkcGdt8vh6Fh5jz8Lj63lqdYyLi4Fu3QALRXH897/Aiy96zKFo1gxo2ZJEM+RzugBa4is9HejalepVd05XZce3steizjldQgjMnDkT69atw7Zt29CsWTOnx+Tm5iIzMxONGjWyW6dXr17YvHmzYl7Xpk2b0Lt3b7fYbYlGo3H7P2V3o9FooNfr4evry1+UHoLH2LPw+HoeHmOGYZjrGIOBpN5/+EFZPm4c8MUXHlevUKvp9JmZJJoRE0NK9MXFwLlzpGI4alTdF9EA6qDTNX36dKxZswbr169HUFCQKToVEhICPz8/FBUVYeHChbjzzjvRqFEjnD17Fs8++ywiIiIwevRoUzsTJ05EkyZNsGjRIgDA448/jn79+uHVV1/FyJEjsX79emzZssUqdZFhGIZhGIZhrnuefhp4/XVlWadOwO7dgAN9A3eTmAg89hipGB47Bpw/D/j6UoRr1Cjafy1Q55yuFStWAAAGDBigKF+1ahUmT54MjUaDw4cP45NPPsHVq1fRqFEjDBw4EGvXrkWQLNkzIyMDapnb27t3b3z55Zf473//i/nz56NFixZYu3YtbrjhhhrpF8MwDMMwDMPUed5/H3j4YWWZnx9w9izgQCnckyQmkix8RgZQWEjzu+Liro0Il0Sdc7qciSn6+fnhl19+cdrOtm3brMrGjBmDMWPGVNU0hmEYhmEYhqnzGI1VcFB++gmwIf+O1FSgTRuP2FkZ1GqSjr9WqXNOF8MwDMMwDMMwVSM11ZyKV1ZGqXht2tDcKJupeAcPAl26WJdv2wb07+9ha68f2OliGIZhGIZhmHpAaiqwbBmQkwPExppFJw4cIDGKxx6TOV7nz5MyhSWffgrcd1+N2n09cA1lQjIMwzAMwzAMYwujkSJcOTkkrx4cDGg09N62LZUnJwPG/EKgeXNrh+v550mHnR0uj8BOF8MwDMMwDMNc42RkUEphbKxyPSuAtuMa6zF0+W1QhwYDaWnmnePHkzT8ggU1a/B1BqcXMgzDMAzDMAyqKEBRRygspDlcAQEWO4TArb88iaQ/lirLe/QAduygSV+Mx2Gni2EYhmEYhrnuqbQARR0jKIhsLi6mlEIA6Pnncgz9aaainjEoGOozp2llYabGYKeLYRiGYRiGua6plABFHSUujpzEAweAUV4bMP7L263q/O+pE5j6eiueYFQLsNPFMAzDMAzDXLdYClBI86EkAYqjR0mAIiGhbqcaqtXAPQl/4dl53az2zR+wEzlt+uCxB+t2H+oz7HQxDMMwDMMw1y3OBChiYigSlpFRhxfnzcgA4uPRzKJ46Q1rsL/1PUhMBB4bVfejdfUZdroYhmEYhmGY6xa7AhT/EhBAS1oVFtasXS6Rnw+0bw+cO6coNr70MjLGP4tBhcDIa0wQpL7CThfDMAzDMAxz3WJLgEJOcTHtDwqqedvsotMBt90GbN2qLJ8yBVi5EmqVCk1rxTDGHuzzMgzDMAzDMNctkgBFZiatDSxHCAoiJSZSvVpHCODRRwFvb6XD1bs3hes++sg6R5KpE3Cki2EYhmEYhrluUatJFj4zk0QzYmLM6oXnzpGy+qhRtZ+ep162DJg9W1nYoAFw4gQQHl47RjEuw04XwzAMwzAMc12TmEiy8NI6XefPU0ph167kcNWmAIVq/XqMHDvWesfp00Dz5jVvEFMl2OliGIZhGIZhrnsSE0kWPiODRDOCaluAYu9eoGdP64f13buBXr1qwyKmGrDTxTAMwzAMwzAgB6vWZeHPngWaWYq/A/ovvoDX3XfXvD2MW2Cni2EYhmEYhmFqm6tXKdyWlaUoNixahA2JiRg6dGjt2MW4BVYvZBiGYRiGYZjaoqIC6N8fCAtTOlwPPQQYjTDOmlV7tjFugyNdDMMwDMMwDFPTCAFMnQr83/8py/v3BzZtIll4pt7AThfDMAzDMAzD1CSvvw48/bSyLDqaNOvDwmrHJsajsNPFMAzDMAzDMDXBN98AtuTf09LqgIIH40nY6WIYhmEYhmEYT7JnD9C7t3X5n38CPXrUvD1MjcNCGgzDMAzDMAzjCU6fBlQqa4dr3Tqa08UO13UDO10MwzAMwzAM406uXAEiIoCWLZXlb71FztaoUbViFlN7sNPFMAzDMAzDMO6gvJyiWg0aALm55vLp0wGjEXjiiVozjaldeE4XwzAMwzAMw1QHIYD77wdWr1aW33wz8OOPgFZbK2YxdQd2uhiGYRiGYRimqixaBDz7rLIsNhY4fBgICakdm5g6BztdDMMwDMMwDFNZvvwSuOce6/L0dCAurubtYeo07HQxDMMwDMMwjKvs2gX07Wtdvm8f0K1bzdvDXBOwkAbDMAzDMAzDOOPkSZJ/t3S4vv+e5nSxw8U4gJ0uhmEYhmEYhrFHTg4QHAy0bq0sf+cdcrZuv7127GKuKdjpYhiGYRiGYRhLyspo8eLISKCw0Fz+xBMk/z5jht1DjUbg7FnS0jh7lraZ6xue08UwDMMwDMMwEkYjMHEi8PnnyvLbbqNUQi/Hj8+pqcC6dcCxY+S3+foCbdoAo0cDiYketJup07DTxTAMwzAMwzAA8MILwHPPKctatAAOHACCgpwenpoKLFtGGYmxsUBAAFBcTIdnZgKPPcaO1/UKO10MwzAMwzDM9c3nnwP33WddnpkJxMS41ITRSBGunBygbVvS3ABoOljbtsDRo0ByMpCQAKh5gs91B19yhmEYhmEY5vpk+3byjiwdroMHSSTDRYcLADIyKKUwNtbscEmoVNRUairVY64/ONLFMAzDMAzDuITRSE5DYSFl2zVqVNsWVZFjx2zn+f34I83dqgKFhTSHKyDA9v6AAOD8eaUmB3P9wE4XwzAMwzAM4xRbAhFt215jc5QuXQLi46kDclasAB5+uFpNBwXRmBQXU0qhJcXFtN+FqWFMPYTTCxmGYRiGYRiHSAIRBw4AERE0LykiAvj7b9p//Hjt2ueU0lKgc2cgKkrpcM2eTeG7ajpcABAXRyqFmZmUmShHCODcOXJQ4+KqfSrmGoSdLoZhGIZhGMYulgIRwcGARkPvCQlUZ+PGOroWldEIjBsH+PsDhw6Zy2+/HdDrgddft56AVUXUapKFj4gg0Yz8fDpFfj5tR0QAo0axiMb1Cl92hmEYhmEYxi7OBCIAinTVOYGI+fPJO/z6a3NZQgJNqvr+e9rnZhITSRa+SxcgNxc4cYLeu3ZlufjrHZ7TxTAMwzAMw9jFmUAEQPvrjEDE6tXAlCnKMpWKVCxqQPkjMZF8O7ngSFwcR7iud9jpYhiGYRiGYeziTCACqCMCEVu3AjffbF1++DDQvn2NmqJWA02b1ugpmTpOnfO5Fy1ahB49eiAoKAgNGzbEqFGjcFw2O1On02HOnDno0KEDAgIC0LhxY0ycOBEXLlxw2O7q1auhUqmsXmWW6jUMwzAMwzCMCWcCEQBFdmpNIOLoUYpkWTpcmzaRgTXscDGMLeqc07V9+3ZMnz4dKSkp2Lx5M/R6PYYMGYLi4mIAQElJCf766y/Mnz8ff/31F7777jucOHECI0aMcNp2cHAwLl68qHj5+vp6uksMwzAMwzDXLI4EIqTfxYcNq4X0uawswMsLaNdOWf5//0fO1uDBNWwQw9inzqUX/vzzz4rtVatWoWHDhti/fz/69euHkJAQbN68WVHnnXfeQc+ePZGRkYE4Bz+zqFQqREdHe8RuhmEYhmGY+ookECGt03X+PKUUdupE+yUVwxqhuBjo2ZM8QDnPPAMsWlSDhjCM69Q5p8uS/Px8AEB4eLjDOiqVCqGhoQ7bKioqQnx8PAwGAzp37owXX3wRXbp0sVm3vLwc5eXlpu2CggIAlN6o0+kq2Yu6idSP+tKfugiPsWfh8fU8PMaehcfX8/AYu4+WLYFZs2i9qaIiIDAQiI7WYcuWGhpfgwGau++Gev16RbFx9GgY1qwhNcJ6eJ35HvYsVR3fytZXCWGZnVt3EEJg5MiRyMvLw86dO23WKSsrQ58+fdCmTRt89tlndttKSUnBqVOn0KFDBxQUFGDp0qX48ccfcejQIbRq1cqq/sKFC/H8889bla9Zswb+/v5V7xTDMAzDMAxTKdp+8glaffedoqwgLg47Xn8dBh+fWrKKuZ4pKSnBvffei/z8fATbU5iRUaedrunTp2Pjxo3YtWsXYmJirPbrdDqMHTsWGRkZ2LZtm0sdljAajejatSv69euHZcuWWe23FemKjY1FTk5Opc5Tl9HpdNi8eTMGDx4MrVZb2+bUS3iMPQuPr+fhMfYsPL6ep7JjfPw4sGEDra9UVkYpdK1bA8OH13AK3TWCp+9h1UcfwevhhxVlQquF/swZICrK7eeri/D3hGep6vgWFBQgIiLCZaerzqYXzpw5E99//z127Nhh1+EaN24c0tLS8Ouvv1baEVKr1ejRowdOnjxpc7+Pjw98bPxyotVq690NXx/7VNfgMfYsPL6eh8fYs/D4eh5Xxjg1FXj3XSAnhxYCDgig6UP79wPp6by4rSPcfg9v2gTccot1+T//QNW2La7Hvxb+nvAslR3fyl6LOqdeKITAjBkz8N133+HXX39Fs2bNrOpIDtfJkyexZcsWNGjQoErnOXjwIBrVwCJ5DMMwDMPUbYxGEonIyQHatqX1qDQaem/blsqTk6ke40H+/pvk3y0drl9/JUXCtm1rxy6GqSZ1LtI1ffp0rFmzBuvXr0dQUBCysrIAACEhIfDz84Ner8eYMWPw119/YcOGDTAYDKY64eHh8Pb2BgBMnDgRTZo0waJ/VWyef/55JCUloVWrVigoKMCyZctw8OBBvPvuu7XTUYZhGIZh6gwZGaTKFxtLz/xyVCogJoYiYRkZvOitR7hwAWjSxLp89Wpg0qQaN4dh3E2dc7pWrFgBABgwYICifNWqVZg8eTLOnTuH77//HgDQuXNnRZ3ffvvNdFxGRgbUsgUjrl69iqlTpyIrKwshISHo0qULduzYgZ49e3qsLwzDMAzDXBsUFtIcroAA2/sDAkgmvbCwZu2q9xQVAV27ApbTPRYsAGwImjHMtUqdc7qc6Xo0bdrUaR0A2LZtm2L7rbfewltvvVUd0xiGYRiGqacEBZFoRnExpRRaUlxM+4OCat62eoleD4waBWzcqCy/+27g889rYaVlhvEsfEczDMMwDHPdExcHtGkDZGbS1CE5QtDaVImJVI+pBkLQYl9ardLh6tIFKCkBvviCHS6mXlLnIl0MwzAMwzA1jVoNjB5NTtfRozSHS1IvPHcOiIigwAz7A9VgxQrg0UeVZQEBQFoaEBlZOzYxTA3BThfDMAzDMAwokvXYY6RieOwYzeHy9aUpR6NGsVx8lfnxR2DYMOvyY8d48TPmuoGdLoZhGIZhmH9JTCQ/ICODRDOCgiilkCNcVeDgQUobtGT7dqBfvxo3h2FqE3a6GIZhGIZhZKjVLAtfLc6dI+19Sz77DBg/vubtYZg6AP9uwzAMwzAMw1SfggLyVi0drhdeIAENdriY6xiOdDEMwzAMwzBVRqXXQzNsGLB5s3LHhAm0uDHnZjIMO10MwzAMwzBMFRAC6iefxIh331WW33ADsG0bqZAwDAOAnS6GYRiGYRimsixbBjz+ODTystBQ4NQpoEGDWjKKYeou7HQxDMMwDMN4GL0eSEkBsrOBqCggKQnwqsGnMKPRTYqMP/wAjBhhVaw7ehRa1tRnGLuw08UwDMMwDONBNmygwNCpU4BOB2i1QMuWtCbY8OGeP39qqnntsbIyyvpr04YWg3bZT9q/H+je3apYv20bNl69iqEtW7rXaIapZ/DMRoZhGIZhGA+xYQMwZw5w9Chl38XH0/vRo1S+YYNnz5+aSg7fgQNARAStQRYRQdvLltF+h2RkACqVtcP15ZeAEBC9e3vMdoapT7DTxTAMwzAM4wH0enJs8vOB5s2B4GBKKQwOpu38fOCdd6ieJzAaKcKVkwO0bUvn1WjovW1bKk9OpnpW5OcDMTHkJcpZtIjk3++6yzNGM0w9hZ0uhmEYhmEYD5CSQimFDRtaz59Sq4HISODkSarnCTIyKKUwNpaCVXJUKvKpUlOpngmdDhg0iMJx58+by++/n7yzZ57xjLEMU89hp4thGIZhGMYDZGeTD+Pvb3t/QADtz872zPkLC2kOV0CAWUjj6FF6NxqpvKyM6kEI4JFHAG9v4LffzI3ceCNVWrnS2nNjGMZlWEiDYRiGYRjGA0RFkWhGSQml9FlSXEz7o6I8c/6gIBLN+Ptv4MgR4MoVwGCgFMPwcKB9eyAkBGiy9k2g4yzlwZGRFCYLD/eMcQxzncFOF8MwDMMwjAdISiKVwqNHgcBAZYqh0Qhcvgy0a0f1PEFcHL1LgauAAHLydDo6d+Cm7/BJ2Z3WB54+TZPOGIZxG5xeyDAMwzAM4wG8vEgWPiQEOHOGtCn0eno/c4bKZ8703HpdRiPNKTMaKWtQo/lXiNDwBwoKVfjc0uHas4fSDNnhYhi3w5EuhmEYhmEYDyGtwyWt05WTQ9Gmdu3I4fLkOl0pKUBWFglplJUBEYVp2Jtr7VClvvQtEufd4TlDGIZhp4thGIZhGMaTDB8O3HorOUHZ2TSHKynJcxEuCUnII6FhHtacTkCY7rJi//KmS/CqfhbebgO4ukYywzBVg50uhmEYhmHqJXo9ZcwB9N67t+cdHXt4eQF9+tTsOaPDK/Dt5ZvR89xORfn3jabhzVYrkF+ggjbfc0IeDMOY4TldDMMwDMPUOzZsAIYOBaZNo+1p02h7w4batatGEAJ48EHcOMgHPcvNDtdfoQNxc99yvNn6fzAKFS5fBlq18pyQB8MwZjjSxTAMwzBMvWLDBmDOHBKsiImhspAQUhGcM4e2PTmXqlZ57TVzJ/8l26sxBkb+A5+oUAQYgeJCUi/0tJAHwzBmONLFMAzDMEy9Qa8n0Yr8fBLhk9bHCg6m7fx84J13qF694uuvSZrQwuHC2bPYu+48YtqHIj8fSE+nMWjXDnj11XrsfDJMHYN/22AYhmEYpt6QkkIqgQ0bKtfFAmg7MhI4eZLq1fQcK4+wezdw443W5Xv3At27AwCGx9eOkAfDMGb4z41hGIZhmHqDpNjn709Tm8rKqLysjAJBAQEk256dbb8NoxHIyAAKC4GgIFpk2NKBcwW93oOOzqlTNCHLkuRkYORIq+LaEPJgGMYMO10MwzAMw9QboqJoHazcXHK0jEYqT08nx8nXl/bbU+xLTQXWrQOOHaPjfX2BNm2A0aOBxEroqm/YYF6bS6ejc7ZsSYslVyulLzeXGrp6VVn+9tvA449Xo2GGYTwJO10MwzAMw9QbkpKA6Gjg0CFymMLCqFyrBfLygEuXgM6dbSv2paaSo5STQwsKBwQAxcXAgQNAZiY5TK44XnIhj4YNKepWUlJNIY/ycqB/f+CPP5TlM2aQ0SpVJRtkGKYmYSENhmEYhmHqDWo1BYI0GoowSYIZej1tazS03zJd0GikCFdODtC2LQlvaDT03rYtlScnmyNn9rAl5OHlVQ0hDyGASZPIg5Q7XEOGABUV1Bg7XAxT52Gni2EYhmGYekNGBr0PHEiiGeXltF1eTtsDB5IfI9WTH3fsGEW4LH0YlYqk51NTrY+zpDJCHk55+WU66JNPzGXx8eS5/fILhe8Yhrkm4PRChmEYhmFqHXeJVxQW0lysjh2BTp2ArCwqv/12Sjs0GoETJ6iereMCAmy3GxAAnD9vfZwlciEPOUKYHcDSUrNdNvniC+Dee63LMzJgbBJL45RevXFiGKZmYaeLYRiGYZhaxV3iFQA5Ir6+NBcrONi8OHJMDDlchYW0PyjI8XGWFBfbPs4SScijpMTcTnExpSeWlJDjpdcDmzbRWlmK/u3cCfTrZ93o/v1A1640TovdM04Mw9Qs/NsIwzAMwzC1hiReceAAEBEBJCTQ+4EDVJ6aWrn24uLIEcnMpOiSHCGAc+fIQYmLc89xliQl0ZyxS5fIySsupghZURHN7TIaqX+5ubL+nThBOYyWDteGDXTyfx0ud44TwzA1CztdDMMwDMPUCu4Sr5CjVlPkJyKC1AILCqi8oIC2IyKAUaNsz7eSH5efTxGp/HzHx1ni5UUqhyEhwJkz5KyVl1O/CgsBHx+gVy+gfXug4vxlNO8cRB6UnOXLydkaNsxj48QwTM3CThfDMAzDMLWCu8QrLElMJMenSxfgyhUqu3IF6NrVsey7/LjcXApA5eY6P86S4cOBV18FmjUjR6u83CzkcfPNQLvmpZj2YTes/KEhfCqKzAc++SR5TtOnK9rz1DgxDFNz8JwuhmEYhmFqBXeJV9giMZECSGlpwJEjwLx55AQ5i1RJx1VX1GP4cKBJE+CppyhKFhQExDYxYkzyfejw5ReKugV9hyL41/UUJrOBJ8eJYZiagZ0uhmEYhmFqBXviFUYjpeVdukRKgH5+VWtfrSaH6ciRyjlOajXQtGnVziknLIyiUxERwIi/FmLAqucV+y+HtMC82w7g2UVBCHbwROYukQ+GYWoPdroYhmEYhqkVJPGKAwdobpJKBRw/Dvz5J6UDlpWRw/XII8Djj1P06FoiLg4YU/opRrw10WrfkifO4Y9zTdC1o3NxDlvjJCGJfHTt6rwdhmFqD3a6GIZhGIapFSTxisxMEquoqAB+/52cLa2WxCjCwmi+0pw5dMw143ht2wb1wIEYYVH8zoOHcCawI86dc12cw3KcYmIopbC4GJVqh2GY2oP/PBmGYRiGqTUk8YqOHSnCVVxMCwuHhlJqXlQU0Lw5qQi+8w4pCtZpUlMpFDVwoKL4i8k/Y+IEgZ35HaskzuEukQ+GYWoHjnQxDMMwDFOrJCYC/fsDH35Ic6lCQkhaXUqjU6tJ+e/kSSAlBejTp1bNtc2lS5TfV16uLH//fWDqVNxlBHpVU5zDXSIfDMPUPOx0MQzDMAxT61y+TPOTGjQgJ+LyZfJffHwofS4ggNajys52vU29Htizhz7v2QP07m1XIFBBRQWwfj2l88XGAiNHAt7ediqXlNCKyIcPK8uffpp0492Mu0Q+GIapWercbyOLFi1Cjx49EBQUhIYNG2LUqFE4fvy4oo4QAgsXLkTjxo3h5+eHAQMG4J9//nHa9rfffou2bdvCx8cHbdu2xbp16zzVDYZhGIZhKkFUFM3jOnuW0gyPHye5d0lY4+xZ2h8V5Vp7GzYAQ4cC06bR9rRptL1hg+PjVqwgsYopU0hmfsoU2l6xwqKi0QiMHUveoNzhGjmSvD2Zw5WaCixeDCxYALz4Ir0vXkzlDMNcH9Q5p2v79u2YPn06UlJSsHnzZuj1egwZMgTFxcWmOq+99hrefPNNLF++HHv37kV0dDQGDx6MQgcLVOzZswd33XUXJkyYgEOHDmHChAkYN24c/vjjj5roFsMwDMMwDkhKoqjWhQsUaVKrKSqlVtP2hQski56U5LytDRtIeOPoUUpVBOj96FEqt+d4rVhBjtb58zSvLCKC3s+fp3KT4zVvHqDRAN98Yz44MREoKgKSk2nfv6SmAsuWkfJgRASlB0ZE0PayZex4Mcz1Qp1zun7++WdMnjwZ7dq1Q6dOnbBq1SpkZGRg//79ACjK9fbbb2PevHm444470L59e3z88ccoKSnBmjVr7Lb79ttvY/DgwZg7dy7atGmDuXPn4qabbsLbb79dQz1jGIZhGMYeRiNw9ap5W6UyvyTy8qieI/R6cmby80mAQ1rXKjjYsSBHRQXwxhtAaSnNH/P3J9/J35+2S0uBjIUfkUGvvGI+UK0mj/DoUavVi41GYN06Sots25Zs0GjovW1bKk9Odt4nhmGufer8nK78/HwAQHh4OAAgLS0NWVlZGDJkiKmOj48P+vfvj927d2OalEdgwZ49e/Dkk08qym655Ra7Tld5eTnKZZNhCwoKAAA6nQ46na7K/alLSP2oL/2pi/AYexYeX8/DY+xZeHzNrF9PjlBkJDlAej3N8VKpyJfx9qay9etJHt0ee/bQXKyYGIqMabU0ttJ7TAwJUezeDfTqpTx/fj6d33Ix5l7FW7G67DagTFmu++svoH37fzesr2FGBnDqFM3BkgW/TMTHkzhIWtq1u8YW38Oeh8fYs1R1fCtbXyWEEJU6ogYRQmDkyJHIy8vDzp07AQC7d+/GjTfeiPPnz6Nx48amulOnTkV6ejp++eUXm215e3tj9erVuPfee01la9aswZQpUxTOlcTChQvx/PPPW5WvWbMG/v7+1e0awzAMwzB1nKD0dAx6/HGr8t3PP4/LnTrVgkUMw9QVSkpKcO+99yI/Px/BUkjdAXU60jVjxgz8/fff2LVrl9U+lTzfAOSgWZZV55i5c+fiqaeeMm0XFBQgNjYWQ4YMcWlgrwV0Oh02b96MwYMHQ6vV1rY59RIeY8/C4+t5eIw9w/HjNK/ozBkdhg3bjI0bB6N5cy2GD6c5P9cbx4+T7oQ0HcrLi17+/iSeAZBIYFkZ8N57ziNd06bR/LCyMkAIHV57bTOefnowVCotfH1JFfH995WRruRk4NFH6XwRuos4mNMUaih/l34s8EP0/WiSw/PLycgAXn6ZFBmDgqz3FxQAV67QFLFrOdLF3xGehcfYs1R1fKUsOFeps07XzJkz8f3332PHjh2IiYkxlUdHRwMAsrKy0KhRI1P5pUuXEOVA0ig6OhpZWVmKMkfH+Pj4wMfHx6pcq9XWuxu+PvaprsFj7Fl4fD0Pj7H7SE0F3n2X5vNI0t8hIVrs369Fevr1t9CtNB7FxeRwFRVRWqDRSGVBQeSA5eRQauDIkWZHzBa9ewNhYcDff1M7oaFUbjBocfWqFmVlQKdO1vLxI0cC/32yGMnnuyMRxxRtLtbMw3/xEpqEA0ucnF9Os2ZAy5YkmtG2rXJ+mhBAejotbtys2bW/1hZ/R3geHmPPUtnxrey1qHN/4kIIzJgxA9999x1+/fVXNGvWTLG/WbNmiI6OxubNm01lFRUV2L59O3r37m233V69eimOAYBNmzY5PIZhGIZh3ImlsIIU/QgKuj6FFeTj0aEDOUJaLUWoAJomdfUqrdnl5wc89ZSD9bL+Ra0mR0dSPZQEM/R6syqitN+EwQDt2FE4fj5Q4XB95zUWAb4G/BcvQa0GOnd2bZ0vuS2jR5Na4dGjNGdMr6f3o0epfNSoa9/hYhjGOXUu0jV9+nSsWbMG69evR1BQkCk6FRISAj8/P6hUKjzxxBN45ZVX0KpVK7Rq1QqvvPIK/P39FfO1Jk6ciCZNmmDRokUAgMcffxz9+vXDq6++ipEjR2L9+vXYsmWLzdRFhmEYhvEEGRnAsWO04K5ldrtKRZGc1FSqdz0sgGs5Hj17UnlKCkW8JOczJoak3h95xLU2AWDgQODIEUpLBCilMDKSdC+EkI3x008Dr78O+eU4oumIG1V7UCz8oTaQ2mDnziQ7X9lrk5hI0ct166iv589TBK5rV3K4rqeoJsNcz9Q5p2vFv4tgDBgwQFG+atUqTJ48GQDw9NNPo7S0FI8++ijy8vJwww03YNOmTQiSJUxnZGRALfvpqHfv3vjyyy/x3//+F/Pnz0eLFi2wdu1a3HDDDR7vE8MwDMMAQGEhRXEslMVNBATQQ7mDZSfrFbbGo2dPoFs3clCuXqU6775LZZVps2NHSiOUZhbcfjsQHU2O3IkTgNeqD4EXpiqOrVD74M3H0lEcGIUhx2jOVXAw0KYNOWonTlTt2iQm0ly9jAw6PiiI5nBxhIthrh/qnNPlipiiSqXCwoULsXDhQrt1tm3bZlU2ZswYjBkzphrWMQzDMEzVCQqiKEdxsXn9KDnFxbTfluiCPYzG2n2Yl59fcp6kuVjObJGPR1AQpd2Vl5MIRtu25PTk5pIQhatYjrE0LTwmhmxtfPgXvJR8q9Vx5zcfxdxPEhGhAoLUQJMmlP7n40N9KCi49q4NwzB1hzrndDEMwzBMfSUujqImkrCCHCGAc+co7cxVJbvUVHPaWlkZOQVt2tA8oppIW5Of/9IlIDubyqOigIYNndsijcf27TR/KzeX5jx5eZGjpdUCAwZUTtnP3hhHZR3CtBU9rA/49Vdg4EA0MgJt/nSfLbV9bRiGqVvw7y0MwzAMU0NYCitIisMFBZUXVkhNBZYtI+ciIoLS1yIiaHvZMtrvSeTnV6nI6SoqogjT5ctU5swWtZrSAM+do9Q9tZqUB9Vq2j53jgQ2KhMdshxjnD+PkaNGWTtcH39Mnu7AgW63pbavDcMwdQ92uhiGYRimBpGEFbp0oTWaAHrv2tV1uXhLFcTgYJJbDw6uGRVE+fkTE8khKSsDGjcGGjUCSkupLDHRsS1GI0m7x8QArVvTdl4evbduTeWHD1e+H4mJwBMPFOL9X1tiwQdKFeTLjz5HztbEiR6xpbavDcMwdRNOL2QYhmGYGkYSVkhLI4W9efMqt1ZTbasgys9fUECOREiI2ZbgYCorKHBsi9ROu3bWc7pCQuj4SvdDrwdGjEDCTz8pigtvvwsB361BpJftQXaXLbV9bRiGqZtwpIthGIZhagG12jw/qLICC3LVPyFI5S87m96FoPKyMs+pIMrPX15Ofo5WS+cuK6M5USUl5jr2bJG3o1LRQsZRUfSuUlWyH0IATz5JhsgcrrL2XfHD2rW49NanDgfZXba4olDpyWvDMEzdhCNdDMMwDHONISn0ZWRQGl9Ojln0ISKCoimVVdqryvmLiykS5OVFkaD8fHK2dDrygf7+G2jVyr4tblNzfO89YPp0RZEhIAjLHj+DwxdDMNLnR7z8Mi2KbE/Iwl22eEKhkmGYax+OdDEMwzDMNUZcHBAeDuzaBVy8CPj7k8Kevz9t79pF25VR/avs+du0ATIzybHw8wPS00lIw8uLAkqBgRR5c2SLvB3LFWMkNcfERAf92LiRwlAWDtfpH49jxoQC7D4RYZKbb9DAsZBFtW1xczsMw9Qv2OliGIZhmGsUIcwvW9uewlIhsLyczqnXk4iGVktOoTNbLNvJz6c28vOdqDlKkonDhyvLd+yA0SCw9kBrk5CFFFEKCnIsZFFlW9zVJ4Zh6jX8J88wDMMw1xgZGaR42LcvKQaWltK6UqWltN2nD21nZHjOBkmFsVkzcihCQynV0NvbPJ/JFVvkao65uSTPnptrR80xM5Ocra5dlY2sWUPeXd++lRKyqJYtLoxNddthGKb+wHO6GIZhGKYW0OuBPXvo8549QO/elJrnDKORnIrsbJIy790bOH+eUvsCA8mpMBrpQb8yYg0VFcD69eTXxMYCI0eSA+WIxETg7ruBnTspkhQSQg5XaWnlbJHUHDMyqF5QkIW4SEEBLZJl6Sm99BJJP8qwFBnJz6fy/HyyKSCAxsuePU5tcRF3tcMwTP3AY07Xvn378NJLLyE5OdlTp2AYhmGYa5ING2huUWYmsHgxMG0aOTqPPWadMScnNZXWgNq3jxyvU6eo3MvL/EpPr7yQxooVwBtvAFlZgMFA60pFRwOzZgGPPOK4H6++SrL3RiO9vLwotTAsjGxp0sQ1W9RqGxLqOh0wdCiwZYuyfNIkYNUq61AWrEVGCguBfv3MjqEr9ti0pQq4qx2GYa59qvR7y6VLl6DT6Wzu27lzJ2699VbccMMN+OGHH6plHMMwDMPUNzZsAObMofk9ISFUFhJC23Pm0H5bpKaSo3bgABAfT3LmOTnA5cskWOHrWzUhjRUrKFh0/jwdHxFB7+fPU/mKFY77kZZGQhoGA5VXVJBdZWXAhQtVFPUQApgxg0JtcocrKYnCaKtX23S4ALPIyM6ddH4/Pyr386uGPQzDMNWkUk7XypUrERUVhUaNGsHf3x9jxozB1atXAQAnTpzAkCFDMGDAAGzevBnC07N4GYZhGOYaQ68nxyk/H2je3CwpHhxM2/n5wDvvUD05RiNFuCRxiOBgiqKo1SRaodPRnKHKCmlUVFCEq7QUiIwkZ0ujoffISCp/802q56gfPj7kA6nV5Cfp9RQ1A+z6RvZZupQaevddc1lYGHV+zx7yLl1ApaKXXGREKmMYhqlpXHa6tm3bhoceegiXL1+GEAIGgwHr1q3D+PHj8ddff6F79+7YunUrO1sMwzAMY4eUFEoJbNjQem6PWk2OzsmTVE+OpThEfj45RHFxZgcsL4/KKyOksX49OUdBQbbtCQykyNn69fb7UVFBTl9oKDlcQtCxpaXkvLks6rF+PXXuiSeU5SdPkmqIpP3uBElkpE8foFEjirgB9N6oUc2IjDAMw1ji8pyu//3vfwAAlUplcqyEEPj5559x6tQpFBUVQfXvz0cqlQp33nknnn32WQ+YzDAMwzDXJtnZ5KD4+9veHxBAAZ3sbGW5XBwCIIl2vZ78kNBQs3pht25AixaU6ueKkEZmJtX18bG939eXBDoyM+33o6yMInH+/tSOwUC2FRVRFCw21okte/cCPXtal//+O6mEVBJprBISaD5VURGV9+1LTqSrY8MwDONOXHa69u7dC4AcqnHjxqFJkyb4+uuvkZmZiVP/zuRVqVSYOHEi5s6di9atW3vGYoZhGIapZfR6ivZkZ9PcqqQk15QHo6IoHbCkhKJL8iiMSgUUF9P+qCjlcQEBdM6zZ8nR8vam8+l09Lm4mPZL62UVF7smXhEbS+mE5eW2HcGyMtofG2u/H1qt2cnSasnx0uvpc1CQA1vOniW9eUu++gr60WNpfL+t3PgCZiGN4mKKAsrnzRmNro+NhNHoHgVCd7XDMMy1ictOV1ZWlsnhWrNmDQDgnnvuQY8ePQAAISEh2LhxI3pX4VcphmEYhrlWkJQHT50ip0erBVq2dK48CJDz0LIlcOgQCTtIGfnp6eR0lZYCnTtTPYnUVODbb0mwIieHpjdFRNDxkjpfcTE9wG/ZAuzfT2l0w4c7F4sYOZJUCs+fJ0dE7gQYjeRIxcRQPVv92L+fIkdFRVRfrSYnTaMhG5o0obTIrl1ltly9ShPTLl5UNvrqq8DTT9P4Dq3a+AJ0njZtSHCkbVvlPiFozBT2OEBSizx2jBxQX19qe/Toyq215a52GIa5dnH5N5bS0lIAQMeOHU1lnTp1Mn2ePHkyO1wMwzBMvUauPBgaSiqCoaHOlQclvLzoQVunoyiZ0UjlRqM5ZW/UKHNUR1IsPHQI6NiR5lCVlVG63/nzwKVL5HRpNOSMabXky6Smkl3OIine3iQL7+dHKojFxeREFRfTtp8f8NRT1ut1eXmR41VUZD6/Wk39qKigyFlEBDkZERHUJ7W+AhgwgAyVO1wPPkgH/utwVWd8AbJj9Gg679GjtMQXQO9Hj8rscTI2crXIiAhKV4yIoO1ly2i/K7irHYZhrm0qHdj2ln3zesli/bGWuQcMwzAMU4+wpTzo5eVceVCO0UiCF4mJFAmS6ur1tJ2YSIEgac0ruWJhs2bk6MTGUqTk8mVykIKCKP3QYKBomZT6l5zs2BaJRx4BXn6ZolKlpXS+0lKKcL38su11uqT0ysBAOr+kXCipKWo0lErXqRPw2EyBxKUPU97h9u3mRvr2Je/sww8Blcot4yuRmEiRsS5dSFQDoPeuXancWXTJllqkRkPvbdtSeXKy2Wn2dDsMw1z7VHpx5BUrVmCDjZ+abJWrVCps3bq16tYxDMMwTB2hMsqDffrYbkNSIbzhBnJYJFn122+nNL/CQop8SMp6csVCgM4hRXDS0siPad2azq/Xk5Pi40NRHWe2yHnkEeCBB0hAMDOTzjlypHWEy3Is4uOpH4WFFOHSaumYggKa73XPxTfQot1s5cFRUdTJsDC3j6+cxESKKqWl0eLN8+aR4+rKPCpLtUg5KhU5pNJ1crT4sbvaYRjm2qfSTteZM2dw5swZ07akWGhZLoQw7WMYhmGYa52qKg/KkasQCmFW1isqou2AAEoblJT15IqFEkKQUqHBYHa2hCCnx9ubnC5XbLHE2xsYO9a1uvKxUKvNYhUGA2UODsj9Fv93dQzwnsWBZ87YFs+Ae8bXEqORxhOg9/h415wuS7VIW7bIr5On22EY5tqn0k4XwzAMw1yPyBX7pEWN5dhTHpQjKev9/jtw8CA5KXfdBWzcSGlnnTtT9ENS1pOr8AHA8ePAn3/SXK6yMnr9/bc5vU+lonlY0vwuR7ZUB1tjkZYGxJxLwSljL+sDUlIovFfJNuW4Mr5yJMGTzExg8WJg2jSKOLkiyGGpgGjLFlcUEN3VDsMw1z4uO11xcXEcuWIYhmGuWyTFvqNHKaXOUunv8mWgXTul8qAlcXE0N2nXLnK4pAw7rZbmeu3aBQwdalbWk6vwnThB6oSSvHtJCZ1Xmsul1ZJNkrhFx46ObXHnWBhPn0H6hRZW9e7Ad9joPRpzNgIvOPa53DK+EpIgR34+ObEAReMkQQ7AseNlqYAof/ypjAKiu9phGObax2Wn6+zZsx40g2EYhmHqNl5eFCWZM4ey5CIjKT1MUvoLCQFmznS8npReTw/gRiOlAUqOhVpN2xUVtF+vp3S/0aMpUnPkCLBvHzlcgYFUz/IBvrycoiZSuSRH78mxeGX2FSTvao1wkavYPwtv4H/+T0GjAfTFwLvvAs8+S/Y5a7M64wtYC55I55QEOc6cIUGOW2+135akgJiZSY5aTIzZlnPnXFdAdFc7DMNc+/CfOcMwDMO4yPDhtJxU27b0UJ+eTu/t2lG5s7S19etJRS84mJwquWS8tzelmeXmUj3ArMLXoAGVazQU2ZIUAn186F1qQ6ejh/rYWLIrJcVDA1FejuGLbsTu4w0UDtcKPAIvtRH/83/KFHnTasmWlSudN1vd8QUqJ8jhCLkCYm4uRRpzc11XQHR3OwzDXNt4bE7Xvn378NJLLyE5OdlTp2AYhmHqMUYjqboVFpIzEhdX/YiAJHWenU1zg5KSnEdOLBk+nJabmj+foibNmwMvvkgRKGekp5NjJNWVolLe3uYoVU4ORUYkEhOBm28m6fEGDaheURHV8/Ulp6a8nNoNCSHFPulclRWdcDreQpDM4apViuKtGISR3j8DWi38VOb2pLRHnQ5wNWFm+HDq78qVdEzTpnRKR1EyOXJBDiFo3htA7ypV5QQ5JAXE6t6H7mqHYZhrlyo5XZcuXUJYWBi0Wq3Vvp07d+Lll1/G5s2bq20cwzAMc32SmkpOxrFj9LDs60tzY0aPrnpkQBJWOHWKHsq1WppD5IqwgpwFC4Dly0kWXQh6kP/4Y2DGDOCFFxz3af9+ilTl5NC7nx/tu3qVUgalyJV86cvUVGDrVlo76/x5OqdeT6/iYmUaYW4upSFGRJAj56rohEvj/eqrwDPPKA+MicGHjx/BI8+EQANApad+SWg05jFyVRLd1nVav9716yQJcuTmUl+kaGJ6Ojk5kqPq6tio1e6Rc3dXOwzDXJtU6jeWlStXIioqCo0aNYK/vz/GjBmDq1evAgBOnDiBIUOGYMCAAdi8eTOEJ5PJGYZhmHpLaio9dB84QM5DQgK9HzhA5amplW9TElY4ehQIDSXp8NBQs7CCjeUnbbJgAfke+fn04O7vb06fe/VV2u+oT9JaVnLHRMJgIHEMPz9aI0t+XE4ORUfKyszCGSqV9bwttZrOceECOReuiE44G+9zb66lk1k6XOnpQGYmJswIMc0z0+nMiySr1bRdUUGRvQcecG6LO65TUhKteZaZSVEl6fdhrZa2MzNpIWpPiYwwDMPYwmWna9u2bXjooYdw+fJlCCFgMBiwbt06jB8/Hn/99Re6d++OrVu3srPFMAzDVBmjkSIuOTk0ryc4mKIlwcG0nZMDJCeboxeuYCmsEBxMKYWSsEJ+Pgkr6PWO2ykrowiXXk8palJUSloXS68nwQgpnc1WnxITrRfJtUSlsj6uXTvzHCUpbc/y363kiEnk5TkfJ0fjfUvg71jxPxViZt2tPGjfPjr5v5J73t40P0myzWCg3QYDbavVtN/eQssS7rpOajVFMCUHVKqv19O2fD/DMExN4fJXzv/+9z8AUMjGCyHw888/45577kGRtMLjv3XGjBmD/fv3u9FUhmEYpr6TkUEpbrGx1s6JSkXqb6mpVM9V3CWssHIlpRR6e9tux55ghLxPx4/Tw79Wa90/tZqct5ISSqeTH1dQQHWaNqXomk5nbZ8QSkGOwkKzIIc9bI13+JVTWPi8Cg+u7qOsvH49naRbN6s2YmKA7t0puiYJehiNtN29O+13ds3cdZ2k8wwcSMeUl9N2eTltDxxI3ajMPcQwDFNdXJ7TtXfvXgDkUI0bNw5NmjTB119/jczMTJw6dcq0b+LEiZg7dy5at27tGYsZhmGYekthIUWKAgJs7w8IoHlNhYWutykXVrDXpivCCmfP0sO6PeENe4IR8j4VFJAz4u9PTo7Ulrc3iWB4eZmFNNq0MR+Xk0POWlQUpc6dPAlcvGieowTQ/qAgqm80Wgty2EJum19JLh5f1gK+5fmKOh91XoYen8xEhw6O2xgyBBg8GPjrL5qjFhpKES6AFPucXTN3XSfJno4dgU6dgKwsKr/9dho7o9E1exiGYdyJy05XVlaWyeFas2YNAOCee+5Bjx49AAAhISHYuHEjevfu7RlLGYZhmHpPUBA5EcXFlFZmSXEx7Q8Kcr1NSVihpMR+m64IKzRtSo6SXk/vFRXm9Dlvb3IYbAlGWPZJrTZHu+So1eQsSEIa8uN8fMghk4QlpEiQlGJoNJojXZJin6UghyVGI0Xm9EVlmPK/fmies1exf0/Px/BVr7eRe0WFQQ7GW25nUBDQujVFlaT0y4IC166Zu66T5XhLiyPHxFCfCwsrfw8xDMNUF5edrtLSUqhUKnTs2NFU1qlTJ9PnyZMns8PFMAzDVIu4OIrwHDhAc4wsFwA+d46iJ/9OJ3KJpCSaw3P0KAk6yFPXjEZaeLddO+fCCg88QDLxeXnW87akFLbwcGvBCHmfEhLIhqtXSY1QUi+sqCBnQFK4GzmSnCzpuMREErf45x86VjqfEOSkSOTlkSMlb8cWqanAum+N6PfRJHyX9pli3xbNLbg7cAOCL3uh0V5SDHQ03lL/tm8npzA3l5xKLy+SuNdqSWLf2TVz13WyvIfkVPUeYhiGqS6VnkbqLZsJ6yXLsYh19HMawzAMw7iAWk0y5RER9PCdn08P8Pn5tB0RAYwaVTkRBC8vkhsPCaF1teRtnjlD5TNnOl+vy9cXaN/ecZ127azXk5L36fhxerelOWU0kl3dupnnjUnHpabS2lyXLpHD5aj/lu1YkpoKnJz0Ip6dr0EfmcOVhqaI9M7HfRE/Q+3thYsXqW5oqOPzqdWUynfuHKXtaTRAWBi9nzhB5R06OL9m7rpOlveQNB+uoKDq9xDDMEx1qfQ6XStWrMAGG5qttspVKhW2bt1adesYhmGY647ERHr4ltaNOn+eHJmuXelhuSrrdEnrO0nrP+XkUASmXTt6kHdl/aeyMuDIEcd1/vnHvM6VrT59/TXw88+2j5Vk1vfvp8iXt7f5uG++MR8nOR32lAlttSNh/PRzJE68D5ZD2No3A5d8YlFaCngVUqQpKoqiccnJwEMP2Xd2jEbg778pfS8qiiJdeXlUPyGB3g8fBoYOde7ouOM6Acp76N9p57hypXr3EMMwTHWotNN15swZnDlzxrQtqRlalgshFEqHDMMwDOMqiYn0wJ6RQWl3QUGUDlad6MTw4cCtt5L6XXY2OQhJSc4jJxKSeqG0uK6k0CcpF1ZUmNULp0+33yeDgaJHfn4UDQIoDU+lIifn4kUSChw71nxc69bK40pKKM0QUMrHBwZSlMmqnR07gP79rdJbnhtxAMt2dIavLxDiTX3T6YDGjWk+VEGBWTGwj4WYoYSkgNiuHV2n/HzznK6QEGpDUpx0ZXHg6l4nCWm809LIWZ43D2jWjCNcDMPUDpV2uhiGYRimJpDmJdUV5OqFKhU5WkKY18eyp14o59w5s6w7QI6a9O7jQ05PUZG16uD583SugADzeliA9Xpdej1tS+0U7T8OjGtjZccnd2/EmYShSD1Kzpwk6qHRkMMkrW3limKgJxQnvbzsO3kMwzDXIi47XXFxcRy5YhiGYa5ZNmwwp61JKoAtW1Iamitpa5J6obRGlsFg3qfRmB0we45iaiql/On1JAohhFlIo7CQ5mtJKoWW06RjY+kcRUVmdULAem5YWRk5ODE+l5FT1hQBr5Yo9ue+tAJPHn8YERFAMCgyptFQZEynI+fPYKAoWVGROarnSDFQUgvMyCCnUpK39/Ki+VMxMbWjFpiaak4vHDkSePllut6jR3N6IcMwNY/LTtdZRz/dMQzDMEwdZsMGYM4cSn1r2JDWgiopIWGFOXOojjPH64EHKEUtP58cFSk1ECAnw2CgdDpL9UKAHIBly8gpUquVDpscKS3PUnVw5EhSRrxwgZwZb29zlEyOL0rxu7gRXcsOKHfMmgW8/jrChAptFpuV/WJiyPHKzqZ2pSiZj4/ZEezc2bFiYFwc2fbDD+aUQinqd/EiRf5GjKhZtUBpvHNyzE5wgwbU78xMcrTZ8WIYpibhzGaGYRimXqPX0wN4fj7QvDnNVfLyovfmzan8nXfMKXX28PYmIQbJaTIYyEmRPqvVthUDjUaKuOTkkJS5s/OUllrX8fICunQxr/ElRdskVDDiC9yNUvijK8wOl2HY7VR5yRJApbKp7BcaSnXLyylS5+9P/SkvJ8eyZUvX5kEJYX7Z2q4p5OPdtq05whYURNs5OSQOYk+IhGEYxhOw08UwDMPUa1JSKMWsYUNr50GtBiIjzWIRjsjIoMhQ9+4UDTIazWIavr5U3qQJ1bM87tgxShHcvdu5EyL5SJZthITQPKfgYGWU63ksgBEa3I21prITaIUQdSH+d9v3VgoUkrJfly7UbkEBpQ+GhFDV4mJyuBo2BAYOJHst+2Rp25UrQN++JMBRWkoKhqWltN2nD207asOdyMfbclaESkXXUBL2YBiGqSlYSINhGIap8xiNVVcyzM4mR8bfn9opLCSnRas1R6UktT9HSIIRQ4YAN98M/P47SaOHhQE33kgP9CdOWAtGyIUm8vKozNYUaY2GyvV6WpfKVhs33kivtWuBXic/xseYbNVOQuB5XEBjlJTYF/WQlP02bQLefJM+h4TQOmIFBeTYtWlDDpetPtmyLSGBUvks1QsNBudtWFKd6+0JYQ+GYZjqUuecrh07duD111/H/v37cfHiRaxbtw6jRo0y7bcn5vHaa6/hP//5j819q1evxpQpU6zKS0tL4Wu5mArDMAxTp5AEEY4dM6+B1aaN64IIUVHkYF24QE5Paak5NVCSe1epgC1baPFje21aCkbk5ZGDlJdHUbImTWwLRkjHFReTgwbYjnbJ53k1b26/jU65v+LEyZusju+IQziMjlAVmx04R+qPajWNY3S0eeFguQjGlSv2+2TPtuBgc7qiRHFx5YQ0qnu9Le2xpLL2MAzDuIM6l15YXFyMTp06Yfny5Tb3X7x4UfH66KOPoFKpcOeddzpsNzg42OpYdrgYhmHqNpIgwoEDNA8pIYHeDxyg8tRU520kJdHDd2YmPXBLv90JQQ5GaSmpCObkOG5TEozYuZMcOH9/Emfw96ftXbto21IwIi6OnIbMTKB3b9tRLjkaDTB7tnUbfcKP4s23VJj0idLhugU/QwWBw+io6JePj21RD3f0yV7/LJ1JIchBTUx0TUjDHdfbnfYwDMO4izoX6brttttw22232d0fHR2t2F6/fj0GDhyI5pY/C1qgUqmsjmUYhmHqLpaCCJKzEhxM20ePkiBCQoLz1DP5elZSREmuIqjRUJvHjjlvU1qXSy4YIZXZQhKvyMyk9p2h0VicOzsb6thYTLVQz3jU6wOs0D9ktx1vb9dT8irbJzny/h09SnOmAgLIwT13jpymUaOc2+Ku621pT3w8lRcUAOnprtvDMAzjTuqc01UZsrOzsXHjRnz88cdO6xYVFSE+Ph4GgwGdO3fGiy++iC5dutitX15ejvLyctN2QUEBAECn00FnKRt1jSL1o770py7CY+xZeHw9T22OcUYGCWA0baqUZ5eIjycBjLQ0x1GLPXsoTa1VK0qZKy6mcpWK0uh8fOhzdrbjNiXRiQEDKAqUm0trWXl50XGNG9N8JlvHtmwJTJ8OLFhAqW0Sfn46xbtKRc7ARx8BD40vgVfv3lAdParsT//ZmO/1Cv74AwgQOisVPpWKzqFWA+vXk4Nhj+r0yVb/Nmyg+VvZ2WZxkWHDaL+zW8hd19vSnjNn6MQFBbpK2cO4Bn8Pex4eY89S1fGtbH2VEDUt5uo6KpXKak6XnNdeew2LFy/GhQsXHKYKpqSk4NSpU+jQoQMKCgqwdOlS/Pjjjzh06BBatWpl85iFCxfi+eeftypfs2YN/P39q9QfhmEYhnGKwYAer7+OxhZyiheSkrD3P/+x7ZEwDMMwNUpJSQnuvfde5OfnI9jWBFILrmmnq02bNhg8eDDeeeedSrVrNBrRtWtX9OvXD8uWLbNZx1akKzY2Fjk5OS4N7LWATqfD5s2bMXjwYGi12to2p17CY+xZeHw9T22OcUYG8PLLNKfIluhBQQFFrubNcx7pmjbNvGjvqVNmAQ0fH1LaKy8Hbr+dUtnstSm3x88POHSIokAhIUCnTrTYsuWxRiOl2BUV0SLEP/0EzJ1L59ZqAY1GhxUrNuORRwbDYNBiTv5/8VT5a4rzirZtof/9d5Mcn9EIrFwJzJ9P0aSAAGpfEsAICiJbysqA996zH+kyGoE//gDefptk86OjScFRsrVxY/rsyhi7A/n4BgbS9ZVUEIODSW2wsrYYjUB6ug6pqZuRmDgY8fFaTit0M/w97Hl4jD1LVce3oKAAERERLjtdLqUXaqr4q5pKpYLe2SqQVWTnzp04fvw41q5d67yyBWq1Gj169MDJkyft1vHx8YGPj49VuVarrXc3fH3sU12Dx9iz8Ph6ntoY42bNKA3swAHlHB+A5hylp9Nixc2aOZ6f07s3rdm0fz/N4SoqoodxtZqCRhoN0KgRqRweO2a/Tcmezz4jSfeKCvPcp19+IcXBCRPMx9pS4ZMWGpak4/386H1kzmdYoZumPKGXF5CZCVV0NKSRl9o8epQckitXrPt78SL1qVkzYORIcu4skdpJTaWUvZ07yWmTz3ELC6NxGT7c+Ri7A2l8t2+n1L/cXLMj2aAB9WPAANdtkfp46hSNw+LFWrRsqXVZBZGpHPw97Hl4jD1LZce3stfCpa9QKRgmhKj0y1OsXLkS3bp1Q6dOnSp9rBACBw8eRKNGjTxgGcMwDOMOJEGEiAhyMvLz6SE8P5+2XRVE8PIiBcOiIoqWSEIVRiM5TuXl1NaxY47bVKtJnOH4cTpGmhOmUtH28eMUrZEcLlsqfIcPkzKgxCDDFowcNcra4TpyhDwPmQCUvM2GDRW7rDAYaA6btA6ZHHk7kZEkfFFQQC9pPTOtlpy31FSSgK+J6JBaDXTsSJHBEydoOyyM3k+coPIOHVx3uKQ+NmhAZQ0aVE4FkWEYxp24/DVqy4FSqVRW62bZKqsMRUVFOHjwIA4ePAgASEtLw8GDB5EhWzq+oKAAX3/9NR588EGbbUycOBFz5841bT///PP45ZdfcObMGRw8eBAPPPAADh48iIcffrjKdjIMwzCeJzEReOwxoEsXinycOEHvXbtSuSsRC72e1tEKDKTUO0msQkox1GjIWerUyXGbZWW0KLEQSmVAtZq2hQC++opS++QqfMHBdI7gYKB1a7K/PQ5DQIUNFUMV57gJW9AgXKCsRTtFuaWyn78/LfDriD/+IJsdtRMYSGOq1dJnafFolcq8vllyMo2hpzEagb//JiewdWvazsuj99atqfzwYVgJh9hqR95HKTU1KIi2c3KoT87aYRiGcScupReuWrXKquyrr77CTz/9hHbt2mHcuHGIiopCdnY2vvrqK/zzzz8YMGAAJk2aVGmD9u3bh4EDB5q2n3rqKQDApEmTsHr1agDAl19+CSEE7rnnHpttZGRkQC37Kezq1auYOnUqsrKyEBISgi5dumDHjh3o2bNnpe1jGIZhapbERIoUZWSQQxAURHN6XI2+pKRQill8PDkWhYUU4dJqyVkqKCBHqV8/x07cypVU18fH7GTJpdVVKorCLVlC54uNtZZcT99zARW6JlZtT/f7EJ9oHoROB+jz6VzTp5v3Z2RQJE5q86+/KLomj9oJYZ4rptORLc7aycykFMWgIOpTeTkd27gxOYkFBZR+mJIC9Onj2nhXFcm2du3Invx885yukBCyJTWV6jla9Nmyj3JUKnLeXGmHYRjGnbjkdFk6T1u3bsXPP/+Mnj17YteuXfDyMjczd+5c9O7dG9u3b8dsy9UdXWDAgAFO0xKnTp2KqVOn2t2/bds2xfZbb72Ft956q9K2MAzDXM8YjfRgCtB7TczrsUdFBbBxI3D2LD0oP/CAUnrdEdnZ5rQ5gNIMpTlWwcHkbKSnA5cv22/DaCThDGkuGEDRH2lb7uycOUPt/6t7AQDwrijC1A+6ISL3hKLd133movXaG/D5pKGAwdzG2bPK8xcWmtsUgvokOXyAeY0ttZo+u9KONBaGf8+rUpGDYzCQMydpSZWWAllZro11dbC0zZKAAIruFRbWTDsMwzDupErrdL3wwgsAaCFjucMFAF5eXhg6dCj27duHRYsWYejQobaaYBiGYeowliIEL79MIge1IUKwYAGwfDlFOiRHY/58YMYM4N9/Rw6R0uROnaLUMkksAqA1nyIiyCGLirJ9vDQWBw/S+UtKrOuUlZGjolKRoMapU7QeWEigAXevHY2EEz8o6q/FONyDL+CrNuAL/IiKCnJuJKfJMgITFEROYkYGzW2SnCDLtL/SUrMdjtopLiaHMzCQ6ut0ZofLaCSnTprvptcDmzZRBMqT196yjzk5ZiGNiAiKUPn62laydNRHS4qLXWuHYRjGnVTpN8v9+/cDAA4cOGBzvzQfy95+hmEYpu5Sl0QIFiwAXn2VUs20WrPIQ34+lS9Y4LyNpCR6z84mp0Ka06VS0XZ2Nn2W6smRj0VSEjkAthCCHAQfH2D2bKBNgsCADbPx3IteCocr1acT/FGMu7EWwsa/YKORnKAHHlCWx8UB4eGkMnjhAjkg9qZPGwxki5+f7XbatKG0QiGonfBwckSMRnqXHEAvLyqLiKB5aJ6+9lIfd+0iEQ9/f7rv/P1pe9cu2nYmF2/ZRzlCkEOXmOh5CXyGYRg5VXK6JCn1H374AZMnT8amTZtw8OBBbNq0CZMmTcL333+vqMcwDMNcG9QlEYKyMopw6fWUEubjQw6Jjw9t6/XAu+9ai0VYotdbpw5aPoxfumQdNbIci5AQ5+sSe3sD3qvex7P/VWPEyTfMfVH74Yam2Rjd9CBK4e+gBXO0yRZSBAuwLQUvJzLS2km0VIQsLAS6d6e2Ll+myJZaTccVFtJY9+oFtG9fc9demisnXSPLbWdY9rGggMoLCiqneskwDONOqvSVM2TIENO8q08//RS33XYbunXrhttuuw2fffYZAFIxHDJkiPssZRiGYTxOZUQIPI0kXCFXCpSQ5lFJYhHO2iktNSsVyh/iNRoqLy21bsdyLI4dI4fDVrRLpQJGev+EvKsqeM1QKuPOvDkVCTElKPRraJon5QiDgcQ4LG25coXELBo1osiTFBWzRKMxp0qmpFjvt1SEFIKUG6VjDAZyviIjgZtvJhGTmrj2Uh/79iUhj9JSsq+0lLb79KFtV84v76O0ltmVK5VTvWQYhnEnVZrT9eqrr2Lbtm3Izs6GSqVSCF9IcvENGzbE4sWL3WMlw9QRJGGBqiioMUxNUZ37VC5CYDRSKlunTpSSFR1dsyIEZ8+SQ+DlRe86nW3hCkuxCHvt+PjQe0WFuR1vb3IoSkqci04UFNBx/v4UFSsvp+3uXgexV98FqLA48bZtMPbtj2GbgBNvkez59u20SxK+kCPNxdLrSYzDli0JCXQ9i4spfS4wkOYnFRaSPQ0aAC1amBePzs62PSa2FCGzs4GHH6b2wsLIQZE7mJ6+9vI+Nm1qrV5oMJC8vavnl/qYlkbLns2bV7tiMAzDXN9UyemKi4tDSkoKpk+fjp9++slq/9ChQ7F8+XLEx8dX20CGqStIk+mPHTMrn7VpUzvCAgxjj+rep5IIwd9/04NqSQkwbBjwww/kbLRvTw/ANSFC0LQpOSFlZfTALXdS5MIVzmS/pXZKSpSpcQYDOW3OxCskQYbgYKpbUkLHNsZ5nEcMYJGW+MeMT3HDO/cBoHSSNm3MYh7h4VTHVqqcXOCjeXPbtkjX5dIlch7z8sgmKeJVUUEOsq8vnc+eOAhAx0l93rCB5sidPEnbWi0t9tyzJzkugOcFKCzHOzRUub8q51eryUk9coR/JGMYpnap8tdPfHw8NmzYgPPnz+OHH37Ap59+ih9++AHnzp3Dhg0b0JQXv2DqEfLJ9BER9BASEVE7wgIMYw933KeSuMBvv9EcH0mW3deXtn/7jRyUmhAheOABinLo9bYFESThCkuxCFvtSKIQtpBSBp2JTrRpQ+V+hkKcRnNyuGQswPMIDhLo8sZ9dtvp3du+AIaEVktiHJZtAObrEhhI9YQgZ62iwjzfrbCQIliNGtkWB7FkwwZgzhyKCAUFURvS9d6yhZyvmhCgYAEMhmHqM1WKdMmJjo7GsGHD3GELw9RJLCfTSw9MwcG0ffQoTS5PSOBfUZnaw133qdFIcucGAz14SxEUae5TWRntl69X5Smk9D9bEu0StuZ72cKZo2NrvyTIkJlJ49coUo/1uttxG35W1PsM4zERn0BADW0ZOYPe3rbbOXaMHDydzr4tfn7W88Ysr4uUYilvR1ItlBZNbtnS+djo9eSQ5+dTdK20lFIIdTrzQtK7d5NT17ChZwUoLMc7JoZSGouLyeFiAQyGYa5lqvXVlZubi8WLF2PEiBHo1asX1qxZg/T0dOzYsQM7duxwl40MU6vUJWEBhrGHu+7TlBRaAyoujhw26aFep6PtuDiS77Yl0OBu1q+n8/r52e6Try/tX7/ecTsrV1I9e8qD0jpVtgQ5EhOBx2YKPH3+cSxboVU4XH+iB3xRign4zCT/rtNZi2CY2nmMokhGo30nUFory7JPltdFWj/L29ucZllRQQ5Kw4bAwIEUHXLlep86Rceo1eTkNGlCDpe0SHJuLjk8NSFAYSnyceIEvbMABsMw1zpVjnRt2bIF48aNQ35+PoQQUKlUyMrKwunTp3HzzTdDpVJh586d6N27tzvtZZgax3IyvSU1KSzAMPZw132anU2OQ+PGZqU/AIiPN69r5UigwZ1kZtL5IiLMixJLi+X6+5M9OTlUzxGSkIZ0jKWQhtS2TUGO5cuROHOmoigfwUjUnsZlEUFCH/+u+2U02hbBkEhMJHn2devM8vPSPK7gYHM/bfXJ8rrk5VEdf38aj9JSurY9e5LKn9HomuiE1K6/TMU+IIC2y8vplZUFDB5ccw6PLZEPno/FMMy1TpWcrtOnT2P06NEoLi622jdo0CBER0cjOzsbycnJ7HQx1zyWk7st8fTkcoZxBVfv04AAci7sPcxKgg8lJdSOtNyir685kuJMoEFOSQlFfs6cofS12bOVD/iOaNKEnCTpnKWl5KR4eVH0S0qji42134bRaP7brKig/kjzuyQBjYoKG0IaP/wAjBhh1V4rnMAZdSuohVncQ4paSXPGLEUw5MTFmdUYJQl7gD6rVNRHW32yvC7+/mblRWmxZ19f6oNaTdfXle8lebtBQeYImpcXjVV5OY11dLTjdtyNXOSDYRimPlBlyfji4mKoVCrExsYiwyJ/YeDAgfjiiy+wa9cutxjJMLWJNLn7wAHlXBnAPLm7a1ee3M3ULq7cpzExwBdfkDCCPWXDpCSaC3T0KKWYyTEaSVyhXTvXBBoeeQRYvVq5ePGiRcDkycCKFY6PTU2lSI0U1ZGj05FzApCtI0fab2PdOuqvRkPOVYVM1l0+RmFh/wpp/PUX0K2bdWM7d6Kkax+cawAYy5SiHJKoB0AOiqUIhpyRI8mBSU+ntDnJqc3NNS9M3LSpdZ8sr4uPDzleRUVmRcXISLrGlflekto9dIhsLy01O6TSdufOrl1vhmEYxj5VCtZv3rwZKpUKPXr0wElJX1ZG69atAQDnzp2rnnUMUweQJndHRNADT34+PWDl59M2T+5m6gLO7lONhuZiHTzoWNnQy4vmzoSEUHSqoIDKCwpoOyQEmDnT9gLBch55BPjgA3K41Gqqr1bT9gcf0H57SCqMf//t/O9KCKVohWUbBw5QNKdlS9vHSq+7e2fA109l7XB98QVV6NMH/v4UfXNE48aOI3ne3pRiqNdbqylK6Ynduln3ydZ1CQsj0y5fpv3du1OEqzLfS15edN/odJRqaDSSM240mlMPR41yfr0ZhmEYx1TpMfHixYsAgOHDh0Or1Vrt9/r32/nSpUvVMI1h6g48uZu5FrB3n3buTNEVg4GiYMHB5IRJyoY5OaRsKDkBw4fTmk1t25LTBtB7u3ZUPny4YztKSijCZTSaFzGW1A+1Wir/+GPbqoRyFcbmzc1Onz1OnwauXrXfRtu2FBkqL6dzWxKmzkemKhbvbrBYV/Lll//1xu42FRUVOV+IOT2d6tmjogLYt8/shMqRnNP9+5UROQnL6yJJ+sfE0DUWovLfS0YjRRITE0liXnLU9XraTkyk8bUnt88wDMO4RpV+u/L19YVOp0OBnf+Gx44dAwD4u5q4zzDXADy5m7kWsHWfGo3AwoWuKRtK82iGDwduvZXkwvPygPffpzWmXIl4LFlijnDZcizUakpbW7IEWLBAuV+uwvjDD671+aGHgK+/tt2GSkWCE1euAA0akONVUAAYy3X4UdyGPuVblY1NmUIyhjbkBefPNwtfSMIZ8n5Jkar584G33rJt6/r1JEwRFkYOkyRU0qCBeU7XxYtUb+xY6+Ol65KSQpGoqCgSz7hwoWrfS9JY3XADOafnzpHTGBhI90VhofW9wTAMw1SeKjldrVu3xr59+/DZZ59hpoWq07Zt2/Dtt99CpVKhjbSSJMPUE3hyN+NJjEbPOPVyZUMhKJJRXk7zgkJCqqbA6chWSb1PrTYv3isJTmg0ZgfFlsqf3FbLCJY9LKNPlv2V0uT8/AAVBJbqpmNSmXJS2Z/a3jj38a+44x4fu/09csQ1e+ypFwJmRUYfH7MABmBWivT1JafHkSKjlxcpFMqp6veSfKxUKrN4imQfq7MyDMO4hyo5XSNGjMC+ffuQnZ1tmr8FAM8//zyKiopMEvIj7c1uZhiGYRRIog/HjtkXuahqO1FR5GRlZFAkIyfHrFAXEUHzlCyV7jZsoDlRmZnA4sXAtGkUOXrsMaBFC8e2Sup9kriEHClSBNhW+ZOrMIaGUtTHGZYOh9SG1N/0dOr/vZfexhLDk4q6uWiAroEnkCvCce9vQGJn6/GWxlQ+TdnWfCxH/ZKIjSUHq6BAmfKYm0uOoY+Pc0VGd2I5Vq7cGwzDMEzlqdJvqDNnzkTsv/8RysvLofo3DUNyuAAgLi4Ojz76qJvMZBiGqb/IRR8ciVxUtZ20NHr9+iulofn7Uzqbvz9t79pF25LS3YYNwJw5JMgQEkJlISG0/cQTwFNPObZ19mz7CxFLaDS2Vf4kFcbMTOD2213r94cfWrcRHg7s3En9u0OdDJ1eZeVwJXqfRhOfHFwsD0dwMDk+luMtH9ObbnLNnhdftL9v5EhyYCSnS4p0qdW0XVBA0aaa+s3Scqyc3RsMwzBM1aiS0xUSEoJNmzYhISEBACCEML0AICEhAT///DOC+KcxhmEYh1iKPjgTuahqO6WlFD1SqczziKSUP/n0Jb2enIz8fIrYSGt+BQcDzZqReMNff5FjZM9WwHlapK35XlK5pML47/Rgp9ibZ9axfC9Sj6nw2snRivLe2A2NWiBd09w0BpGRJBQiH29bY1pd1GpyYKVxt3UtQkJqfq6oI3sYhmGY6lNlEdiEhAQcOXIEGzduxO+//44rV64gLCwMvXv3xvDhw6Fx9jMnwzAMYyX6IMeeyEVl2ykoIMckNJRexcU0R8fLixTqYmIoyiOlmJ06BTRsaP3gr9ORk1VWRvN85NEPua1LlpjXerLlLKpUVL5yJTB9uvV+SYXxgQccDJwMS+GKC7vP4u2lzazqTfD9Gl+LMSgvB1T/zjXz96e+SuMkH29AOaa//lo1e+SkpJAyYZMm5MBK42M0kkx8RARFvFJSrOdteYKMDBIZ6dPHnF5o797g+awMwzBVp1orb6jVatx+++243dUcEIZhGEaBXMjAFq4KGcjbMRqVKnTSvCFfX6BjR3qXC2kYDCQvX1hoFp3w96fy9HQ6Nj2d2larab8tWXTJ1jNnKFIitSEtZAyQmIVGQ3LxjuTXExPJAXEFk3DF1atAmzaIyc5W7F/d9jXML/gPwsOB1oIcKSHI3jZtyMGQFidu0EA53vJrc+VKJe2xgTS+8fH0khZ+jo8nRUOAxtqiCx5Dum8SEsipshRZkd8bruApMRiGYZhrnSo5XWq1Gmq1Gq+99hqeeuopq/3Jycn46KOPoFKpsH79+mobyTAMU1+RC0fYSl8rLnZNyEBq5++/SWXvyhV6YNZozLLxUp3QUPvniIoiJ+34cXJEfH2pTmYmOU9aLTlOgYH2bW3enCJDthwzyQHTaJxHTlq0cLxfolV8BdDvZpqYJGNbq4fwYsz7uHBRhYICiiyVl5v35+VRRCkigqI6Pj7W4y2/NuHhrtnjSEhDGt8rV2gspEhXURE5or6+tD8qyrVzVRfL+8/RveEMd4nBMAzD1Eeq/PuTNH/LFqdPn8aGDRuwYcOGqjbPMAxzXSAXjrD8WhWCIlaJic6FDKT9v/1mXjQ3NJTe8/KorKTE2rGzPEdSEqW/5eRY2wNQlEZKj7PXji2BDEtUKufpg44EKf49Kz7AQ1jyjo/C4RL9+2PWjHLcr/8AFy6qEBJCzo3c4ZLbffky9Tc4WDkWltdm0CDn/VKrHdudlEQLVaenUzRIikJqtbSdkUEOYFKS83O5A3fdf+4Sg2EYhqmveCTob2/RZIZhGEaJXDji6FFK79Lr6f3oUSofNcp5ipbRSHOxpLlBGo15XSxJhry8HPjnH8fnqKgALl1yfK7ycoqm2WtHr1dKw9tCr6dzOaKkxP6+2XgdAmo8hP8zF0ZHA3l5EL9ug0HjbRKCMBhsR93kZGVRlFA+FpbXpqjI+eLQvr40/vZQq4GWLc3XQ5LV1+tpW6Oh/TWVkueO+89dYjAMwzD1GZfTC1944QWrsk2bNqHI4j9ZSUkJVq9eTY07++/EMAzDmIQjpNSs8+fp4b1rV3rgdSU1KyWFHIfYWErtKikxS5IHBZE6X1ERzVnKzbV/jiVLKJplS7VOUrcTgqIy9tq5/37X+v3EE8BHH9nfP2KEddmd+AbfYKz1jrQ0U75ixlmlOIQrixobjTQ+jz2mHG/5tfnlF9vRPwmtlsZo/XpgrA0TAbNAx6BBwOHDZseyvJwEPdq3p3PUpHBFde8/d4nBMAzD1Gdc9ooWLlxoWo8LoPTCzZs3Y/PmzTbrq1QqxPHCHgzDMC6RmEgpWVUVIZAEGho3VkZRvLwo0iVFe4YMAbp3t38OSQRCo6FyefqbwUDOiV5P6YXPP2+7nbQ012x2Vu/8efPnJOzBHvS2qtMDfyIrpgcym5rLLMUhLl40R+8kG4UwRwONRupbkya2HQzp2pSUAH/8QQ6sSkXnkcY4OJjazsmhVD17SLZ16ECiJllZVH777RSoMxorJ1zhLqpz/7lLDIZhGKY+U+lQlHwul6N5XQAwceLEylvEMAxznaJWVz0SIAk0lJTQQ660+K6PD0W3iotpf3S043NIIhBGo/W6TUKYU8RatLDfTrNmwLZtzm2OiDBLy9uiSRPA+9xpnEZLq32jsA7rMQoAcIPF/LKAAHKG0tNJ/CIy0jynSN4ntdqcfij1yR5qNdCpEzlYBgOlEEqRLS8vei8rI0cuNtZ+O5bCFTExVB4TQ2NRWOi6cIW7qer95y4xGIZhmPqMy05XXFycKdKVnp4OlUqF0NBQBFt8w2q1WjRp0gR33HEHpttagIVhGIZxO0lJNBfozz/p4V+nMy9wq9XSQ+8NNzgXaJg9G1i0iNowGs1zmPR6ahMg9UJHYhlvvw2sXu04FQ+gthcvtqNud+UKdp9oBTWUOu1P4C0sxROKsu+/N39OTQW++46iaJcvk9MVHm5eM0xyGiVHTypz1icAGDmSnNazZ+kYef+uXqU2mzWjevaQhCsOHKD5TnIk4YquXZ0LV9QlLPskTzG8VvvEMAzjblx2us7KFlRR//vfat68eTYl4xmGYZiaxcuLIjVbt5qjRxqNWbVPp6MolrOptv7+QI8eVurrCrp3p3r2kCI4jtLsgoJIpe/AAapnmktVXg4MGACkpCiUnpZjOmbiHQDKSUPR0ebFjSUFvZwcSt07fJgiR+fP0xpYublKR0mvN4/VpEmO+wRQdKt1a+D0aet94t/Fllu1ci6kMXo09fnoUVqfC6DIZHq668IpdQnLPsXEULSxuJgcrmuxTwzDMO6mSkoXEydOhEqlQvv27d1tD8MwDFMFKiqAzZvJ0ZJS4KQUQW9vcgq2bKF6jpyCigrgwgVqx5YCoUZDc6QctVNSQlEmR5SWUnSpbVt6UE9eJ9Bm8RSoPvlYUe+v8JvRK+9HVAitVRtqNTlXej19livoqVS0ltixY2RLWRmlWeblmedwAWTDpEnAihWO7QWojZQUZYqiHJWK5nxJa1TZQy5cceoUlV25UjnhlLqGO8RgGIZh6jNVcrokdUKGYRimbrB+PYkyhIaSI1Febl4c2ceHHKGLFx0r68nbCQ+nh2ZJ1j04mCIWpaXO21myhBwPKdompSUC5jQ/vR7YvRvo3x+YfOEVDPtmnrKR2Fjs+eAwxj8agnbx1IcjR8zz1Nq3p3OcPEmOUEyMtYJeZCTZnJ9PUa7iYlpD69tvSTCkeXNKKXQW4ZJYuZIiUj4+5HDqdOZImVZLtuXnUz1n2fWScEVaGvVr3jxKTbyWo0HVFYNhGIapz1RL033fvn345ZdfcO7cOZTbWHVSpVJh5cqV1TkFwzDMNYHRWP2HzZIScliq4hBkZpKT5eNje7+vL6kXOkr5s2xHCLPDpNOZ54Y5a0dSQJT67+VFTpbkDEmRop5nvsTCbfdYN5CeDsTF4cK3dF5/fzqmQQNzFMnLi1LYcnJIuTEkxLaCnkpFjmhgIKkC6vXAxInm6+QoImXJ2bNkt5Si6eVljnhJzpfR6Lp6o1pN98mRI/XHOamOGAzDMEx9pspO1wMPPOAw4iWEYKeLYZjrgtRUc1qV5BS0aWNHIMIOjzxC4hNlZeayRYuAyZNdS32LjaWokqRaqNebhTQk2Xhnynrydi5eJOfLz4/KS0spBU6jof45akdSQJRS+CwVEG/ELuxCXyBDedyFH/aj8fCupm1JkfHYMTq3PKUvI4OiccHBVM8VBb3ycuCzz8hJq8p1atqUxrOiwiw1LwlqSC8AOH6c7glOqWMYhmEkqvS72ueff45Vq1ZBCGH1ApxLyTMMw9QXJPGGAwcolS0hgd4PHKBySarcEY88AnzwgTklz8uL3svKqPyRR5y3MXIkOR4FBeQUyNupqKDy4GDHynpSO3q97flcAJXr9Y7bmT2bnCW5IwIALXESAipyuGQs6v0DFr0iED20q6I8KYlstxTAAGg7N5ciYUlJZgW9zEzbdY8epbTJtLSqX6cHHqBIWkWF2amVKyIC1G8vL9fbZBiGYa4PquR0ffLJJwAofbBJkyamzz169IBWq4VKpUK3bt3Qr18/91nKMAxTxzAaleINwcEUCQoOpu2cHCA5WflQbklJCUW4jEZ6YNdqqQ3ps9EIfPwx1XOEWk0pdlIKn2X0RaWi/c5S2EpKKCLkiPJyx/Z4e1P0SaIBcpCPYJxEa0W9r/svx9gxAhkdh9tUt6uocC7IcemS2ckcPZocqaNHaW6VXk/v//xDku6hoUC7dlW7TlK/unUzr+1lMJijidI4N25MCx+72ibDMAxzfVAlp+vQoUNQqVQYMWIEnnjiCVP5H3/8gQMHDiAkJAQVFRVYt26du+xkGIapc2RkWIs3SKhUJO6Qmkr17CEXnbB0OqSy0lKq54iUFHI+Gjcm50ASqzAaabtxY3KWUlIct/PQQ473u1IvJYUcxsbhZfgTPZCDSASj0LR/mfoJBPgZsdJ3Orp2lcnFW7BkiTmVz9b4Sql+0thICnpdulAU7MQJem/enKTl27Wr+nUCaH9MDNCzp3nOG0DvGg2NcUgIRRVdbZNhGIa5PqjSnK68vDwAQJcuXUwLJkskJiZi8uTJWLp0KebOnYsVrkxGYBiGuQYpLDSLNwhBURVJXS8khMrPn6d69pCLTkjpalL0RHK6jEZzPXtkZ1OqXdOmtPbT6dNmWfYWLai99HSq5wjZkoxVrpd90Yg3siZgdOkaRfkvmtvwYvfvUab3QtA5SlGcNs1+9E3qs0ZjXgdLQq2mPun1yrGxpaCXnw+8/DJdD6OR1o4qKiJxDWlNKWfXCTBf78GDKZr1ww+USujnR2uOAeTklZeT6IcrbTIMwzDXB1Vyunx8fKDX6+Hr6wtfmfTTxYsX0ahRIwQGBkIIge+//56dLoZh6i2SeENGBj3I5+SQE+DlRWluMTG0PyjIfhuS6IRe7/hcUj17SKITp06RHZKDUlBA2xERpAIoT/uzRdOmwL59jutI9Wzy/PO4c+FCRdEptEAXHECRIQj4gxzS8HByXBylOzoaG7kDZjk2lgp6Z8/SdTh8mF5Xrpjl9MPDSX4+JMTxdQKUYh0BATSW/v5mxciyMrNoSXGx82vPMAzDXD9UKb0wPDwcAHD16lVER0ebyv/zn/8gOTnZpGqYm5tbfQsZhmHqKHFx9NC+axep/fn7U4TD35+2d+2i7bg4+21IohOO0GqpniOSkug9O9vskEiJCAaDOcIl1bPHhx863m+33mef0QktHK4YZKIVTqEIZu8jP5/mhDmzZfZs63RAS1Qq52Mjjf+vv9IcMF9fmt/l60vbv/1G7Ti6TlI7kliHtG5Zfr557lxBAZUFB5MTnpjovE2GYRjm+qBKTleLFi0AANnZ2ejRo4ep/IsvvsCdd96J8+fPQ6VSoVmzZu6xkmEYpg5jKVphue0ILy/na0X5+ZnXhrKHXq8UnZDS7+SRJCkS5whvb8f7rept20YnmjBBsb+L6iBUEDiPGJvHX76slMe3hZRq6QgpJdNZO6dOmdcf02jIZGnhaGm/s3bkYh2pqUCTJnTtLlygl5+feS5XRARsioMwDMMw1ydV+nfQrVs3CCGwd+9exMbGYujQoQqZeOnz448/7h4rGYZh6iAZGZSq1rcviSiUltKcntJS2u7Th7YdiSmsX08P+/YWNfbxIWdh/XrHtqxcSeeV1A/l88MkNcSSEqrnCGeCHRKr5hwjz2XgQOWOH3/Ek08IHBSdHB5vNALz5zs+h7P9rtZLSSG5+Ph4SvfT6WgsdDrajo2lyKQzkRFAKdYBAA0b0tywwEAgMpLG25E4CMMwDHN9UqU5Xf/5z39w1113Qf3vT3iffPIJ7r//fmzcuBEGgwGhoaF45pln8PDDD7vVWIZhmLqEJKyQkEBziCyFNAwGUtBzJKaQmUn1IiNpu6DAPC9MWuQ3J4fqOeLsWXrg9/Gh6IrBQI6NWk1Ol9FIjoYzoQxJlEKKrEnpfdIiy5HiEk4b4uG33CJMtWIF8O93/pn/mYulSI8kDgKYI0rOxEHk+yVBEVvbroqMNG5MYyEtHi3NvzIYXBMZkbAU6wgIoPLiYnLi4uI4wsUwDMMoqZLTFRkZiUjpCQE0xys5ORklJSXIz89Hw4YNodFo3GYkwzBMZTAalep1jh6CK1PXErmwgi3BBFfEFGJjzY6AZWqfEFSu0VAq29mz9u1s2tSs5idJxktOiUZDTodK5UAA418kUYr/b+++w6Oq8v+Bv+9k0kmBBEhCEjohgAKxUBVQQVkLYF1ZFRFX18Za+IosoqCrgiKydndFsGHZnxQVV4WVIgtRxKAgoUlgQicB0stM5v7++HAzvSVzU9+v5+EJc++dO+eejON8OOe8r1awaSLUCmyyXID++MXxCdOmAc8/77D4ylfoh7/H2e93nvpn/9jfkJHycilknadzlpXJfl8hI54YDCy0iIjIuzoVXZ5ERUUhKiqqXufYsGEDXnjhBWzduhVHjx7F8uXLMX78+Nr9t99+O959912H5wwaNAjZPuaFfPbZZ5g1axZ+//13dO/eHc888wwmTJhQr7YSUdOTmys3LN61S0ahIiIk/GDCBNfpXoEc644WrLB+vRQ1hYW2EZSEBPkiP3Kk9zCFcePkHlJ5ea6FRXGxfJFPTZURs1WrPLdzyhSZZnfmjOtaqYoKqYnatpXjvJk2DXjuOTmH1QqEGa04//nnUVgx3uE4y5XXwLhymVR0Tp5+GnjlFdtom8Z+fZbRKMd5Y38eT/w5z+DBQI8ectPkNm0ciyOrVdaX9e3rO9hDU9/3DRERtT71Krp+/PFHbNmyBadPn4bVwwrkJ554IqBzlpWVoX///pg8eTKuu+46t8dcccUVWLx4ce3jMB8rvzdv3oybbroJTz/9NCZMmIDly5fjxhtvxMaNGzFo0KCA2kdETVduLvDyyzIdLy1Npn2VlQE5OTI9z36dTSDHemIwAOeeC3z4oUwtbN9eCpuyMimS4uJ8x6JrNy7+/Xf3+61WuQHwr796b2dEhBQN//mP+/OoKjBokO/QjqgouY78fOApzMKsyr8Dm2z7c9EbEzptwa4v23g8R5s2wNChwPffe36dIUPkOG+0dVLHjnk+JjHR93mMRumn6dNlKmL79rZ+PHlSfk8PPOA7rAQIzvuGiIhanzoVXWfOnMGECROwYcMGn8cGWnSNHTsWY8eO9XpMeHi4Q1S9LwsXLsTo0aMxY8YMAMCMGTOwfv16LFy4EB999FFA7SOipslqldGHggKgTx/bbLfYWHm8cyewYoWsxQH8P9ZbwWS1SjGUmipT0woLgdOn5ct7r14y0rV9O/CHP3g+T3k5sGWL92s7cQLo2dM2/dBdOy0WKfRCQtyPDIWEAHv3SgHn7d+piouBS/OXYDEmO14rFHTCYRxDMpQjcpy25syZxSLFXUSE+4TCiAhJ+tNGBb21xdc6q+PHvbdFc9VV8vPll233MgsNlRGuBx6w7fcmkPcYpxoSEZG9OhVd06ZNw/r16wEAiqI4JBfaU3zdYKWO1q1bhw4dOiA+Ph4jRozAM888gw4dOng8fvPmzXjooYcctl1++eVYuHChx+dUVVWhqqqq9nFxcTEAwGw2w2w21+8CmgjtOlrK9TRF7GN92fevySRfprt0cTvjDZ07S9GRlyeP/T3W29RA7TXPPVdGW4qLbUEasbGy/srXeRYskC/v0dFSgGiJg4oif7S3zk8/SRqip3b+/LOMtqWk2G7OqxU10dFS/Jw5IymIdjO2HSjffYfYK67AYqft3/3jH7hhzp2oqAhFJKRB06YBr73m/jybN8uoT//+MnJmMskUx8hI6Yfyctm2aZOMeHkybZrvkTlfbbF3+eXApZdKkXvypIx4XXCB9JE//4kG8h7z9/5c/IzQH/tYX+xf/bGP9VXX/g30eEX1VDF50aFDBxQWFkJVVYSGhqJDhw4wevjnyjztG04dKIrisqbrk08+QZs2bdC5c2fk5eVh1qxZsFgs2Lp1K8I9ZC6HhYVhyZIlmDhxYu22pUuXYvLkyQ6Flb3Zs2djzpw5LtuXLl1a73VrRERNSYzJhEumTnXZvmn2bJwcMKDhG0RERNTElZeXY+LEiSgqKkKsr+kWqONIV1lZGQBg5MiRWLFihV8vFCw33XRT7d/79euH888/H507d8aqVatw7bXXenye86ibqqpeR+JmzJiBhx9+uPZxcXEx0tLSMGbMmAa9Xj2ZzWasXr0ao0ePRmhoaGM3p0ViH+vLvn+PHg3FM89IgIW7tMDiYrmn1syZ8tjfY32NdD3zjIxIHTniGqSRnCzHeTvPvHnAs8/6vtbhw11Huuzb+fPPwL33ykhZZaVjaIWiyIiRwQC8/rrdSNexYzB26QLFaU3uPaFv4V3jZGAeEBlpxjvvrMYdd4xGRYXtPXzLLd5Huu6+W6Zanp0k4CA2Vta+vfWW95Gu++4DPvjA8353bdm9G/jyS5lqqYVc9Oplmz7oaZ827dQb7fdd3/eNPX5G6I99rC/2r/7Yx/qqa/8Wu/sfnBd1KrqysrKwadMmDBs2rNELkOTkZHTu3Bl79+71eExSUhKOOa3EPnHiBDp6yQcODw93O3IWGhra4t7wLfGamhr2sb5CQ0PRtWsoevSQQAP79TaAFCAHD8pNa7t2lW3+HuttbU7XrlJAfP65TOmLj5cv8mazxLvv3i3phN7O8/DDwOzZ3hP6AOD8812TAO3bmZYG3HWXTCF0p7xc2jduHBBaXSbz6nJzHQ967DEUz3gOb8YBcJo1UVER6lB0zZ8va6LcGTpUCi5P67EqKmzHeVvTNX8+8PbbjgWkM0WxtSU3V4ov55CLrVuBbdvk+Joa130HD/oXgNG1a3DeN+7wM0J/7GN9sX/1xz7WV6D9G+jvok5LfZ966ikoioKlS5fiyJEjdTlF0BQWFiI/Px/J2j8puzFkyBCsXr3aYdu3336LoUOH6t08ImogBoNEdicmSqBBUZGMOhUVyePERBnhMRgCO9Yf2vorrTiwX5PlT7t93dZQUSSe3Fs7tZRDbyxVNQi5foIsQLMvuK67Tk783HN+X7O34yorZc2UNydPug/ZsNemjRQ53vTsKcc5h1zExkq/xsZKMbVjh/zJzHTc16ePPGfFCtfIfmfBft8QEVHrUaeRrlGjRuG9997DLbfcgm7dumHYsGHo1KmTy7ouRVGwaNGigM5dWlqKffv21T7Oy8vDtm3b0K5dO7Rr1w6zZ8/Gddddh+TkZBw4cAB/+9vfkJiY6HDPrdtuuw2dOnXCc889BwD461//iosvvhjz5s3DuHHjsHLlSqxZswYbN26sy+UTUROVmSkjFto9lA4flpGnrCz5Mmw/khHIsZ6YTDKdbPhw4NAh+fJeUiKjN8nJkmpYWCjHebop8aJFMvqiFU7OtC/wFoucy1M7Fy2SEA+jUc7nPL1wLh7DoxXzgC/sTt6vH/DDD5J2cdasWb6vWzvupZc87/NVwFit3s8BSL8NHizF5MGDrvs7d5YYfJNJHu/aJaNYzsVucbFtJLG4WEb8NIoiv6fcXO+/J00w3jdERNT61KnoOnHiBJ4+ezfK6upqrFu3zuUYbc1UoEXXTz/9hFGjRtU+1tZVTZo0CW+88Qa2b9+O9957D2fOnEFycjJGjRqFTz75BDF2E+xNJhMMdv/UOHToUHz88cd4/PHHMWvWLHTv3h2ffPIJ79FF1EisVvmCW1Iia2PS04M3OpCZKetz/Dl/ZqaMlGRny1S4jh3lS74/92sC5PyVlfJ6XbrIiIeWXhgXJ1/09+yR4zw5cEAKpKgoOV6begdI2l9IiEwN7NULuP9+z9eknScy0rauy2oF7lL+hbfUuxxfNCxMOsjNFOv9+/27dm/H2e8zGFwLQK0g8/VaWv/eeqsUXp99JtMn4+NlcC401LF/Kytl2qAzLS9JUWx/txcdLcWTt9+Tvfq+b4iIqPWp0/8iHnroIezevbs2iKIOAYgejRw50uv5vvnmG5/ncFcEXn/99bj++uvr0zQiCoLcXNsogRZm0Lu3TNsK1iiBweB7xMJTWzZs8L8tMTHynLIymapmP4ICyPaICPehC5ouXaQYKC113acVYCEhsk7I2zU5n2c0vsW3uBxw+jhdOvM3TPx7H4/n6dbN82v4e5z9PlX1vCbL12tp/fvrrzI18NQpKUwLC4H/9/9koC4uzta/9r8Le9ryXFW1/d2eP78ne/V93xARUetTp6Lr66+/rr0/lxZk4SmunYhIk5srN6d1DjrIyZH7OvkTZtCU2pKeLgWjp2CFQ4dk2pm3JLspU4AHH/T+Oooix3mjnecc/Ipf0d9l/yh8h43GUSh53Pt5nn4a+Mc/fIdXnJ3s4PEcr7ziOs0RsD0OCfF+DsDWb2vXys/oaBndMptlTdjatVLoaMd5+l1oa7i0vzu3x5/fk6YpvYeJiKj5qFPRVXN2cvz111+PTz/9NKgNIqKWyTnoQPtSrIUZ7NwpYQYZGfoHEQSrLVqwQn6+PCc11fYl/NAh/4IVqqtlvZY3Fosc5+1GweaDR2C2dHLZPglL8B4mnT2R7/OEhclUx7N3BnErKkqO87a/Tx9g+3bPx/Tp47CUzC2rVW5GXFMjbQ4Jkd9VSIgUX5WVst9qlal93n4X/frJOXNz6/Z70trTVN7DRETUvNTpfwvamqtu/s5DIaJWz2TyHHTgHGbQnNqiBSsMHCjT3vbskZ9ZWf6Nevga5fJ5XGkp0LMnYno7Flxz8AQUqLaCy8/XW7lSfnoqqrSEXO04d0wmYMAAWffkrn979pT9vvo3Oxs4dkxGoGJjZYSrvFx+xsbK9qNH5TjA++/iySflT11/T9p1NZX3MBERNS91Gul6/vnnsWHDBrzzzjsYP348Bg8eHOx2EVELo4UiuAs6AAIPM2hKbQkkvMNZXp5/r+FynMUiwzOrVjls/gh/xJ/wIVQP/6bm6/Xy82VkqUMHeawFT7RpIzcFBmSkJz/f8zm0/r3pJjnXd9/Jeqx27YBLLpF+8RUwAkhIhdkMpKTI6FZVle3m0+Hhcu6DBx3vB+brd1HX35P9dTWF9zARETUvdSq67r77bsTHxyMvLw/Dhg1D586d0alTJ5ebhCmKgv/+979BaSgRNW/2oRMxMbakP21E5dQp+ULt6QutXm1p00ammJWWyt9TUwMPVvDFW1pj166Am+wfF9pNnaGqwCOPuGStH2w3EL1P/Q+ViPR5ngMHPBcdaWm2Aicy0hY8ERYm11FeLqM6nVxnMtZyDhi54grH/UVF/vVvx44yslZeLudxnhZZVib7nUMY/Q1SCZTzdTkL9vuGiIhajjoVXevWrYOiKLVhGgcOHMBBp5uoaJHxRESALXRi/XoZvSgslC+pWtqeqsqIxkcfAddeq28YgdaWVatketrp0zJqEhICtG0r99i66ir/ghUA74mMgPe0xoULgSVLfAdXLFwI4I03gHvvddwZHQ3k5aFteHtUxcMlrdD5PKmpwBNPeE6OHDcOSEqSEaSCAluhc+qUpCkqihSnu3fLdbv7PQUjYASQGPYePWStVJs2jsWh1SphGn37ynH+qG9yZrCui4iIWp8631XEOdY9mLHxRNTyGAzAuecCH34oIx0xMVJwVVbKCFdEhNzsdts2+fKqZwqcwSDFVW6uFBIxMfKlvqpKirAzZ4BbbvFv2pm3NLtff5Vjamq8J92lpnqfrndrwleIjbvSdceuXTJfDkAsZMTn2DHP54mIkPZ6a0tYGHD++cDvv7s/h6pKUbZ9u/SVu99TMAJGAJlGOHUqMH263NOrfXvbeU6elLj4Bx7w7/5YwUgdDNZ1ERFR61OnomvSpEm+DyIismO1ShGSmirrhXJzZdpYRIQUQAaDTHkbNkz26ZkCZ7HIiEdoqEwTq6iQ4s9gkMKlokJe/89/9v6F3luaXWYmsGyZPL72Wtt1OCfdpaVJAeHOAOQgB1lAgdOO9euBiy922FRa6vk8mspKGTnSpgy6S92zWICffpLr1m5irNGur6BAjt292/PvSQu10EaWDh+W33VWlhQm/hbUV10lP19+WZIKCwrk99a3rxRc2n5vgpk6GKzrIiKi1qVORdfixYuD3Q4iauG05Le+fWXk59gxKb6ioqQIqKqSL8XFxY4pcHqszcnOli/wnTrJKJdzQENxMbB3rxw3fLjva3KXZldcLNep/d3+xsn2SXezZtkKvpAQaUe6egAH0BUuPvgA+NOf3LZl1izb6ymK++mKqir3trJfY+Wcurdli/xu2raV9mg3aI6MlP6xWKTA273b9++pPgEj9q66StqcnS2hGR07ypRCf0a4gMBSB/15vwXruoiIqPWo8/RCIqJA2Ce/nTwpX97t79MUFibHVFVJSp6eKXBaKp72+lVVcv+qsDApuqKjpQC0T8XzdU1Wqy2QIypK1omVlNgKF/uiC7Al3e3fL48NBiBBLcBRtb3L68zCU8ifNAtL3NdbAGznAaSQ0Aov7adWhJ0+7fpc+9Q9Lb0wPFz6SCvktHuJGY3SV8XF/qX1BSvUwmCQ4iguToqcQAoc+9+TqtpCXMLD5Xx1SR3UK6yDiIhaJr+KLtPZm460a9cObdq0qX3sj3SuKCYi2JLfTCYZRSookHAGo1GKlNhY20iT3ilwWirekSNShFRU2AqUyEgZ5XGXiufpmrZvlz+nTsmXe7PZVuQYDMB//iMjZr162Z6rXWOnTkAYqlBlcb1j8Xu4FbdjCVQYMMfHbRHtb5toPy3QecSrbVvX59r3t5ZeqBWmkWfDEM1mW5CG0Si/r4ZK66tvAIb9e+/QIXnvaSObiYlSzDF1kIiI9ORX0dWlSxcoioL58+fjoYceqn3si6IosGj/PEpErVp6utyn6YsvpLBq00a+xBuNMjp05oxM2YqNlS/ZeqbADR4sIxzbt0tRFBYmhUZNjRQSJSUS+uErFU9r33ffSXGjTb+zWm3FTkiIFHarV8vjXr3sku4Gqpj+Ti+8hH0u545GKcoh+fkGAzBtmve2PP20rHtyXofl7Oy97Ws5p+6lpEg/mM3un6+NmmlruvRO6wtGAIbzey8uTopqs1nCQA4cAK65hqmDRESkn4BmoLtLLPT1h4jInvalvV07+eJbUSGFiqrKlK+dOxsmBU4b2bJ/rPG0JsqZ1Sprw2pqbNditUqhZTTazh8eLvuys6UA27kTmPbLLZgx0wDD744FVxpMUKDWFlz+ioiQfvMmMlJuSlxUJH1eVOTa35WV8scbiwXYsUP/35NzAEZsrPStFoBRUCABGL4KTY323tN+t86PiYiI9OL3/yoZEU9E9WEyyfS7iy6S0RRARi20dVTx8VIEdOumb1w8IMVPcbFt5MRisYVpREfL9qIiOc7XeY4dk6j7sDDH0aGQENs9rkJDZf/x40C/r+fj3/9PwaC9Hzqc60L8AAUqDiHN5XWsVmD+fN9tiY6WURx34uKk0E1MlHuk7dkjP7OyHPv7wQe9v47G31Gm+ggkAMPXeezfexUVcu0VFfJ4+HB5HMDMeSIiooD4Nb1w7dq1AIDu3bs7PCYi8pcWZpCRIQEEWphBWJjsr6iQMIM//cm/L/IWC7B5s/x982Zg6FD/0+y09UqdO8s9p/buldePjAR69pSRm4MHfQdpaOdJSbHdrFdRbFMWFUVGwdq2BS6v/gIv/X4NsMfxHK9f/DHu23ATjEbAYHUctTEY5I/F4hiU4a0t/frJ8bt328IiMjKkbw4eBC67DLjgAlvqXmqqTC/cvl0ee7o/l7OYGM+/J6s1OMl+wQrA8PTe085TUyNFqF7BLURERH59RRkxYoTXx0REvmhhBmVlMj3MOc3PYJDUQk8jNfa+/FLW+eTnA3PnAnffLaMhU6f6d98mLUhjxw75Aq4pK5Mpa9qokK8gDe08WjCIVjDV1EjCX2gocA62Y2vuua5PnjULeOopFDwFYIMtHdCe1a4Isw/K8NaWgwel+NPCPKqq5IbTiYlSCCYn21L3cnOB5593DKjwt/Dw1J76hl7YC1YAhq/3XkMFghARUetVp5n4d9xxB+644w58++23bvfv27cPy5YtwzLtzqBE1Oqlp8uX7/x81zU0WphDZqbvMIMvvwSmT5e1SFqBFhcnj6dPl/2+DB4sX7TtCy57RUVy42ZfQRra/hMnXNcVdcBxVJsVbDU7FlzWK6+SC37qKQASkOErl0hRfAdpDB4sRdXhw1LwGQxSnBgM8vjIERnZ0dqsBVTk5EgBk5EhP9NcZze6tXCh6zZP58zJke25uf6dW6MFYGzcKIEXUVFSmEdFyeONG+Wxr/dMsN57REREdVWnomvJkiV49913sWPHDrf7V65cieuvvx433nhjvRpHRC2HwSCjHYmJUiB5C3PwxGKRL+/a2q/YWNkeGyuPi4qAV15xP2pkr7JSRk28OXnSv0CJkydtjxUFCEclVCg4jiSHY0+FJOLLlTUwfPmFw3b7pENPVNV3WITVKtevBUNo9+qyv09XUZFt9MxTQMW558qImTda4eP8+sEMvXC+/voEYATjvUdERFQfuvwvRouJZ9gGEdnLzJQpgAMHeg9z8CQ7W9ICO3Rw/YJsMADt28tUP18BGLNm+VfEzJrl/ZhFi2QtWGgoEGJQYVJTUYlIl+MG9irDphUncdU1rh+5vl7D3+NWrpSpgbGxMqJltdri68PDZXtxsRznLaDi8GFZ2xYS4v51YmLkXM59HKzQC+dzBisAo77vPSIiovrwc9k53N4Q+fTp0y7by8vL8fXXXwOAX/fyIqLWJTNTpp3VJWhBC4twHmXRREfLiIqvAAz7UArtde0j5LWCzFd4xYED8rxHlAV4zvqIy/6uYYdx0JyCB6/0vNbMuS3OQRr+tiU/3xbaYTDIWq6aGimetCKsoECO693bFlDhrLRUjo2PlwLq9GnZ3qGDFE6A+5AR+9ALd/wNvXB3zmAFYNTnvUdERFQffhddzjdEVlUVzz77LJ599lmPz2nbtm39WkdETUqwUuksFmDLFikA0tJk1EJLMfRGC4soL7dNLbRXVib7fQVg2IdAOE9bs/+3oq5dvZ/nkjPL8IL1OqDacfuwiK3YHppVu7bqbPCrz7YAntd3+QrSSEuTAquqSkaqqqttoRPh4VK8hITIcc7BEvbatJE2a/ceSzo7SzIpSbaXlLjvY2/nBOoWVqFHAIbBYAsSoeAL1mcEEVFL43fRpbGfMuhp+qCiKFAUhSmHRC1IsFLp3ngDePFFub+VNhKTlAQ88ghwzz3enzt4MNCjh6zDadPGcZ8W2d63r+8AjKeflrVfNTXugxU0sbFy3S7X98MPwODBGOu0+XJ8jW9xOVAJGKqlTe3aAVOm+NcW5ymPWluMRjnOm3HjpB8PHJBz2Tt9Wvq5a1c5zmiU311Ojqy3si/0OnWypRju2WPbt3u3tCckBDj/fNc+1sIq3J1TC6vIygosrEKPc5J+gplcSUTU0gT070/+rtFSVRUDBw7EggUL6tQoImpagpVK98YbwMyZMs0sKkrOERUlj2fOlP3eGI2y/iYuTqbbFRfL9uJieRwXBzzwgO/7dbVpI9fgTdu2tuuuvb68PPnm71RxXIvPoECVgussrYAaPdp2k2RPbRkwwHtb+vd3LTKdhYUBvXq5Flyamhq5B1lYmPdgCW1dlsUihZdW6CiKPC4tBQYNcu1jPcIqGIDRfAQ7uZKIqKXxe6RLuyGyqqq45JJLoCgK/vKXv7gkFIaGhqJTp07o3LlzcFtKRI3COZVO+xKupdLt3CmpdBkZ3r/8VlfLCFdFhQReaMdGRUlRcvIksGCBjAp5m2qorY3S7tMFyJfwvn2l4PLnPl2VlRI57k1FhRQxe/YAX390Gr3fzIBiH1UIoOb5+Ri7+hFkZwOGMtf1WNHRMsqkTfNzp7oaOHPGljLoTFHk+qqrvfdLZaXvAJEffrCNQGjBEtrIxOHDsr1/f/l7TIzjSKCqyraQEDmPu2vydM6sLCmO6jLaocc5KbiC9RlBRNSS+V10OU8VVFUV3bt35xRCohYukFQ6b2tlVq6UKYUxMe6TB9u0kUJo5Urghhu8t+mqq4ArrgA2bZKi5q23gKFDfY9waRYtktGxiAgpIsrLpagwGOSx1Spro7ZvrcbC7Zei2//b6HiCv/wFeP11bP6fgn1vyJRHrf1aUZOcLCNDWpri8OHe+0W7ebE2mmM0yshdVZV//WJ/TUajbbqidk1ms5x70SLgvvvkOe6CJUwm4J13gM6d5XFVlRybkSFrw4qLvV+THmEVDMBo2oL1GUFE1JIFvKYLAKx1udEKETVL9ql02r2e7BPk/E2l09L1wsPd74+IkKlr2uiVL1arJOiFhcnPQD6WtNRBo9H2PIPB9oXRoKh4S70TU755x/GJo0YBX39dO+QUjDRF+35RFAmpUBTbjY397Rf7awoJcR/5bjbLcfacgyW2brVdk6I43gututq/a9IjrIIBGE2XHsmVREQtTZ2KrpKSEhw9OzcnPT0dEREROHHiBB577DFs3boV8fHxmDZtGq6++uqgNpaIGp6WIGcySXBBQYFtJCYx0Ra84CtBzj5dz12RYp+u54sWxlFUBLz9NnDvvcCMGf6FcQDy5V1RZAqhtgZKm0b3cM3zeB7THY4/FZmC0uzfkH5uvMN2LU1x3z7pF/v1VHl5tjVr3tIUtX4pLJQ+sJ9ieOaMbTTOV79o12SxeC64FMV34RKshEhqPfRIriQiamnqNDljwYIFyMzMRJ8+fVB8diX7ZZddhnfffRc7duzA999/j2uvvRabNm0KamOJqOGlp0sC3/ffA0eOSBGRkCA/jxwBNm6Ux74S5LR0vZIS11Epq1VGc5KT5Thv7MM4Is/ehzgy0v8wDkDWjWlT8DQ34FOoUFwKrnvGHsBbsw4jtV+8y3m0PI3jx+VcimIbMaupsY0GeUtTHDdOipiKCvdJitrNl331y5QpttEod/1rNsvIpLckRa2tPXoAJ064P8/JkxLI4SshkloPLWUyP9/9e/jQIZkiypRJImrN6lR0/fDDD1BVFVlZWejQoQN+/PFH7NixA4At4bCmpgYvv/xy8FpKRI1KURzDHrR7Wvl7D/SwMBmJioyUL+5lZVKYlJXJ48hI4OGHvYdFOIdx2Bdd7dvL9gUL5Dh/rgcAhmATVCj4FDc57L9Q2YIJ41Wgc2ePCXkWi7TdnvOXzpMn5ThPrFbf7XVXSDmLiADuv1+KybIyGTWrqZGfZWWy/b77vCcpAsFLiKTWgymTRES+1ekjMDc3F4qiYMDZnOP//e9/AORmyAsWLED79u0BANm+orSIqMkzmYBTpyQ0ITlZCpvCQvmZnCzbCwvlOF/uuQd45hmZklhRIVPyKipkof0zz/ieGhhIGIc3ixYB6dX7oELBJgxz2DcOK6BAxRb1fNTUSAHiKSFv0SLbSFRIiO1Gy9r9rLQRrEWLvLelqkqKGHchBEaj7Pd2Ds1TTwHTp0thZLHIFEGLRW4qPH267PfHVVcB8+ZJ8lxRkWzTEiLnzfMvIZJaFy1lcuBA+TzYs0d+ZmV5/2+IiKi1qNO/VRYUFACQ9VwAsHv3bgDAhAkT8OCDD+Lw4cN48cUXcdzbSmsiajBWq2PyW2qqTPnxJwlOWySfkSGJdocOyVTANm3kPFarfMHyd5H8PfcAkyYB8+fLyEm3bsC0aZ7DKOzZh05oCYOA/LRa/QydKCzE5Ed64D7rGYfNDyoL8VrIXxEeDkRa5Zp79fL+ZVELr7Bvj3bD5/Bw6dPyctfwCnfniIyUn9qolsEgo36K4vsc9p56Cvjb36RIO3BA1nBNmeJ7hMtZfRMiqfVhyiQRkWd1+t9n9dm5MJazc2b27NkDRVGQcfZuo+3atQMAGPhJS9TocnNt9ziqrJTCoKJCvuSHh8uX8d69ZXqQuwLDW5DGwYNSeAWySP7LL+UeW/v2yTqjDRtkXdjUqb5HULTQieJiuY7QUNleWCjnCgvzEjpRVQWMGAH88APs67tX8ACm4h+AqgAWW9FkMABdu3pvjxZeUVrquL2mRgolQM7lLbxCO4c2HVCbnlhTYwvF8CcAw15EhC0Wvj6MRmDIEOCrr+QnCy7yhSmTRETu1akq0qYP/vvf/8ann36KzZs3A0Bt0aWNcGnHEVHjyM2VAicnR9ZVJCRIqt7OnfKzXTvZnpMjx+Xmup5DC9LYuFGm7tkHaRw96n+QBiAF1/Tp8vrx8TJyFh8vj6dPl/3ejBsnxV1JiRRZ2r/rGAzyuLRUwiQcQiesVuC226QS+eGH2s1rDGMQimpMxcsAbPP6VFWKnfBw36ETvvb7c9yUKfJaFov7EAJ/20JERERNV52KrgsvvBCqqmLXrl24+eabUVVVhZCQEAwdOhQAkJeXBwDo6uufiYlIN1arjHAVFMjanJgYmQZosciUPotFbnIbEyP7CwqAFSs8BzbYr1dy99gXi0UKu6Iief3YWBk5iY2Vx0VFwCuveA+dMBikSNOuz74tWrvj4+2mM/397zJU9P77tpN07ozqk0W4IfYbWBDq8bXCwnxPi6qudkxAdKemxntQhjaN0Bt/2kJERERNV53+N/7QQw8hJCQEqqrWphVOnDgRCQkJqKiowH//+18oioIhQ4YEtbFE5D+TSaYUpqXJ9LSiIims4uLkC3xsrDwuKpL9qaky0uUciKEFaVx0EZCS4hikkZLif5BGdrZMKezQwX0IRvv2UgR6y9/JzpZZgtq9wbRCS1vP1amTTNP7/emlclGzZrlezIEDWLk2FmazTLF0F14RGSkjZ74COR580Pt+f45buRJBaQsRERE1XXWaoX/RRRfh66+/xr/+9S9UVlbioosuwoNnv1Xk5+fj1ltvBQBcd911QWsoEQVGC8CIjpbHVVUyiqStgwoLk2O0MIroaLnXlXMghn2QRpcuUqRVVcmUt7g4GcnxJ0jj+HEpHjwFZkRHSxHoLX9HO0fnzrLeSnvNnj1lxK7f6e/x+o6LAeeUvp9/lli1s7RAjsREeVxWZlunpvVXQYGPQA7IFE1/eDvOvi0Gg1yT1paYGCko/WkLERERNV11XhZ96aWX4tJLL3XZ3qtXL7zhz91JiUhXWgBGWZmMaoWHyxd5s1n+Xl0tj8PD5fiyMveBGM7n0ab3aTw9z1nHjlLwlZfLsVoRqLWhrEz2d+zo3znatLFtT6/cg5Xb+rk+4csvgSuvlPTGA7ZEtU6dZNZhVZW0XYt710IrKiq8BHLY6doVWLfO+zHacZ5o4SBaW7QwEK1NlZX+tYWIiIiaLmZREbVQ6emSSpiTI2u24uJkNOXoUflZXCz32YqLky/3hw7JPXWcAzGcz2M/Bc7b85wNHgz06AH88otMmauosEWja48HDJDjfJ3jxx/P3ifMeBJX/vGPGFdZ6XBczcuvIeSBewG4pjdGRMjIWLt20hdWq+M6NoPBlsDmEMjhxsKFwJIl3te1KYoc58m4cUBSksx8NBhsgRraPbqsVhnZ89UWIiIiarr8XtN1xx134I477sC3335bu+3w4cPYsGEDNmzY4HDs+++/j6ysLJx33nnBaykRBcRgkBj4xERJBywulmLDaJT7YxmN8ri4WPYnJgLjx7tfb2V/nqIiKQyKirw/z5nRKOcxm2WaoLYOy2q1TRscP957LLnRCHTvDpiLK7C5OgsHyjvBaFdwvYSHcM/dVoeCyz69MSNDfv76q4woWSyuwSFWq2w/7zzfARexsbKmzZvhw+U4T8LCgNGjZYphVZUUXAaD/NTu+3XZZb7bQkRERE2X3yNdS5YsgaIo6NevH8aMGQMA+Pjjj/F///d/MBgMtffsAoATJ05g27ZtUJxXhRNRg8rMlPtf2Y/0dO0qI1wRERKQEREhI1Xjx3u+EbDzeQ4f9u959qxWucluZqaMMJ0+LYVbSIi0JzkZOHPGNvrlTnWlFWM/uAVvqB85bP8mZCyuDfkcZtWIzv+1TZ20T2/UPo5iY6X4+s9/bNvsR6q0ka6tW+U83oodq1VuILxnj/u1aB07AmPHer8miwX4/XeZ9lhRIY9raqRtYWEyCrh/v20qJhERETU/QflfuOpvZjQRNbjMTCkyTCbbmqbUVJkWqD1OT/c9UuXuPP48T6OlKQ4aJOuxDh2S+2q1aSPtKSmxpSe6vbnq7NkImzMH19htyjP2wM73n8Z9j12HBKsRFRVS0K1cCVxwgWN6o73du2UUKSxMphmazbaiRpvqqJ3nhht8X9PEibIu7euvpZBt106KscpKH9cEW6pjt27SFwUFtqCSxETpFy3V0deoGhERETVN/HdToibMaq17kWPPYgG2bJEEvLQ0iXr3VAQEeh5/p73ZpylarcCxYzKyFR8v5/GUnoj335ebGzsZ1OkQzkR3wPORXyE83BZEUVoq7evd2zG90V5xsbTBaJRRJe2Posiol/15/L2mkBDXdVchIR6uyY59qqOiSLGljXIpin+pjkRERNS0Nbmia8OGDXjhhRewdetWHD16FMuXL8f48eMBAGazGY8//ji++uor7N+/H3Fxcbjsssswd+5cpKSkeDznkiVLMHnyZJftFRUViIiI0OtSiOrFXQBE796yLsqf6XyaN94AXnxRipyaGikEkpKARx4B7rmn4c6jpSCuXi1hGtr6JUUB1q4Fzj1XRtJqUxDXrgUuucTlPIMif0Fem3MRZQTCYXbYZ5/055y6aC82VorX6mrgxAnHfWfO2BINfSUGensNwL9kRy2R8ehRGSWrqLD1S2Qk0Lat71RHIiIiatrqdHNkPZWVlaF///549dVXXfaVl5fj559/xqxZs/Dzzz9j2bJl2LNnD6655ho3Z3IUGxuLo0ePOvxhwUVNlacAiJwc2Z6b69953ngDmDlTRluiouQcUVHyeOZM2d9Q50lPlymFW7ZIcWQwSDFhMMjjn36S/elluVJxOBdcX3+N6ioVhSnnoqTEfQBGaamsDRs3zpa6mJ/vmi6YkSEv4XwOQI6tqJC2+UoM9PYaWrJjZqb3ZMfBgyVB8uBBab/RKIWa0SiPTSYZDfSW6khERERNW8AjXT/99BPee++92r9rtG3O2wM1duxYjB071u2+uLg4rF692mHbK6+8ggsvvBAmkwnpXr7ZKIqCpKSkOreLqKFYrZ4DIPr0kcTAFSukcPA21bC6WkamKiqA9u1tx0ZFyZf6kyeBBQuAKVO8TxEM5nl+/tkWKhESItu1+1ElWo/jP2vTYehX7fjEf/4T+POfAQBhkJG1mTPldbWbG5eXS39FRgIPP2xrx4QJUhDt3CnrxqKjZfTp4EH3BZdze30doyU7unuNQ4f8T3bURracgz3cBX0QERFR8xNw0fXJJ5/gk08+cdimqqrb6XsNoaioCIqiIN75jq1OSktL0blzZ9TU1GDAgAF4+umnMXDgQI/HV1VVoaqqqvZxcXExAJniaDabPT2tWdGuo6VcT1NUlz42mSRYoUsXW2Fir3NnCVbIy/M+grJypaQDtm8vxYizxESZSrdypRQGep/nnXdkWqL2n2pNjfyMVMux1jIMffCbw/E1jzwC63PPyQO7/rvzTilGXnkFKC7WtpvRvTtw//1S/GmH9+gB3Hef3CNZSxiMiJDnR0RIMVRT41jUKIqtEHznndp6zyNPr3H++cCVV8p+b7/+zZtlqmXPnpLoWFlpu1FzTIz0V2UlsGkTMGSI97bogZ8T+mL/6o99rC/2r/7Yx/qqa/8Geryi+hk9aDAYaiPgtafYR8Lbn0ZRFKiqCkVRUKN9s6oDRVEc1nQ5q6ysxPDhw9G7d2988MEHHs+TnZ2Nffv24ZxzzkFxcTH+8Y9/4KuvvsIvv/yCnj17un3O7NmzMWfOHJftS5cuRVRUVJ2uh4js1NTggvnzkbJ5s8Pmo4MG4cdHH3VfcRIRERE1AeXl5Zg4cSKKiooQ6+2GnGcFVHQFSs+iy2w244YbboDJZMK6dev8uliN1WpFVlYWLr74Yrz88stuj3E30pWWloaCgoKAXqspM5vNWL16NUaPHo3Q0NDGbk6LVJc+NpmAZ56REZcjR4DCQluceUKCrFkCZIqdt5GuFSuAe++V0Sl3I1Tl5TKC8vrr3keotPNYrbZRGI39iJGv8/zrX8D06XIdj1fMwiNV8xz27zL0xojIzXjy+Wifo0tffw28+SZw+LAZc+asxpNPjkanTqH4y18kqt0XrS0Gg1yX1Wqb4qfdp8tqBebN8z3S5cvu3bZRMC0QpVcv4KqrZIro5s3A3XfLui53Hy3FxTLS+NZbjTfSxc8J/bB/9cc+1hf7V3/sY33VtX+Li4uRmJjod9Hl9/TCtWvX+t0IvZnNZtx4443Iy8vDd999F3ARZDAYcMEFF2Dv3r0ejwkPD0d4eLjL9tDQ0Bb3hm+J19TUBNLHXbvKl+/PP5f48Ph4+aJuNgMHDsiX+HHj5Dhv/xYybhwwY4aEXdivxQKkoCgokDVI48ZJaIS389x1l0whdKe8XNro6zx33AHsnPYOXi2d4rC9BgakK4dwxJqMOKMc5+08X34JPPaYFCKpqbItIiIUv/wSiscek8Lpqqs8P19ry/TpUtAArn0DyNQ+X23xJTcXeO016eu0NNt6r61bZV3Z1KnA0KGyb+dOuVeXc1sOHQL69pXjGvPmyPyc0Bf7V3/sY32xf/XHPtZXoP0b6O/C7/+FjxgxIqAT60UruPbu3Yu1a9ciISEh4HOoqopt27bhnHPO0aGFRMGhBStoI0vOYQu+hIU5hk60aSPFW2WlpOI5h054YrVKqIQ3PkMn1qxBxOjRcM4kHWDcgR1qX9TUSLGRleW9PRaLpDcWFUmBogWQxsbK4/37Za3XFVd4L1CMRilES0tt12jf14CsVatPkeNvIMr06VJ8TZ8u7W/f3lacnTwpI2APPNC4BRcRERHVT5OLjC8tLcW2bduwbds2AEBeXh62bdsGk8kEi8WC66+/Hj/99BM+/PBD1NTU4NixYzh27Biq7b4V3nbbbZgxY0bt4zlz5uCbb77B/v37sW3bNkyZMgXbtm3DX/7yl4a+PCKfTCa5X9Pw4TKVsKJCphhWVMjj4cPlscnk+1z33CNTFTt1kucXFMjP1FTZ7s/9tRYtkqAHo9G14FMU2V5VJce52LFDDho92mHzH0JXw6Co+MXSF1arLXgiNdX7dWVnS8hIhw6uo3wGgxQse/fKcd5o+zt2tC0d0wqukBDbPbF8nccbk0nusZaW5r7fUlNlJMxkkpG5efOkGCsqklGwoiIZ4Zo3z/fIHRERETVtTe7fTn/66SeMGjWq9vHDDz8MAJg0aRJmz56Nzz//HAAwYMAAh+etXbsWI0eOBACYTCaHNWhnzpzBXXfdhWPHjiEuLg4DBw7Ehg0bcOGFF+p7MUR1UFIio1EZGZJgWFQkRU14uIx61NTI+qCSEv/Od889kui3cqVEm6elyVRAXyNcmgMHpCDR1oXV1LjGvpeXy3G1jh6VSs9pyejr57+Do1dMRpYK4GeZshgfLyNcgO/rOn5cpll6yrKJjpbC8vhx79eknadHD0kNPHrU1sfJydLsgwd9n8cb7fcYHe25rYcP2673qqtkhC47W163Y0e5NxdHuIiIiJq/Jve/85EjR8Jbtoc/uR/r1q1zePzSSy/hpZdeqm/TiBpETIyM/JSVyVQ057shlJXJ/pgYx+1Wq4yalJTIvvR022iQwSDFhMEgX+YDycXp0kVGZiwW1/VNiiJTCxVFjkNZGXDeebLwzN7MmThw59+R/QSQWCZTHZOS5Gd0tKytOn1aXsNTkQJI20NDpciLjpbpd4Bt+mRZmezXRqr8OU9srG1tmKaoyL/z2HPu/+hox9+jM3e/R6NRRjKJiIioZWlyRRdRa5eeDvTuDeTkOK4FAmQE5tAhGRmyTy7MzZX1Q7t22RLyeveWG/f+/rusg9q3T0Z3QkNlhGfqVP+mrU2ZAsyaZbuHlDuJbWvwl6+vBe7/3HHHDTcAH38MGAxIt0qbVq2SkaXTp6U9WjJjeLhc09KlwHXXAZmZrq8zeLC0/ccfpS3aKNDevXKeiAhg0CA5zhvtPDt3SrHmHF5x8qRM7fN1Ho27/s/IANq1k9FFf3+PRERE1DKx6CJqYgwGKZby86UoSE21BSscOiQBD+PH2wqF3FwpqpwT8nJygI0bbVHlHTrItLzycjnv9OnyfF+FV0SEFB//+Y/7/fPwKB49/QLwpd3Gc8+VLHS7eYAGA9C2rbS3okLOq6ryp7JSiqa2bYFffpFpd1OnuhZeRiPQvTvw3/9KcWQ/9a6qSoq4bt18T8kzGoMXXuGp/7dtk+mXISH+/R6JiIio5eL/7omaoMxMKQoGDpTQjD175GdWlmMx4pyQFxsrX/JjY2VUaetWKSK6dZNtRqMt6a+oSJL+LBbvbamultd3vlfxn/FPqFDwKF6wbYyIkAVJv/zisvDKYpG2atP27Ee5oqPl58GD0u6CAkn2c05ErK4GVq+WtoSF2UaPFEUeh4QAa9b4TlsEghNe4a3/+/SR9W/JyUD//t5/j0RERNSycaSLqInKzJQpap7WaQHeE/IOH5YRpJAQKUK0eHXANenP2zqilSuBY8dkqlxEBDDo9Nf4d+lYl+O+XrATVzzkuYrQkgc7dZLCq7RUiq3QUGljVZWkNh4+7Jjs16WLa1vi4yXYQ7vmhAQZMSsvl6mLK1fKzEZf6hte4U9CYWGhjJoZDJ5/j0RERNSysegiasIMBseiw5m3hLzSUhmJCQ2VESVtCp+2fsrfpL/8fBmxGaD8gm/zB7jsvyFxLb4sHYm/W4HeB9wXFlYrsH27FEXt2skol9Y2VbWNtpnN8vyUFMdkP+e2hIdLUaPdvzw8XIq2iAi57vx879dkrz7hFf4mFJaVAbwtIBERUevFoouoGXNOOrSnBUSYzVJYaTcwNhhk5l9EhH8JfT2jD6OiMhVwCtG4M+w9/L/IW6FYpADaulVmFToHeQAyBW/DBilS9u6VbZWV0m7nQNL9+23tc05oTEuzjYq5i43XRvbS0rxfU7B463/Ac9IkERERtS4suoiaMW9Jh506yShOSYn8jIyUgqSmRiLaT5wABgzwktBXUgIMHIirf//dYfNzYU9ibsRsqCpgrpJiLjJSCp4uXRyDPH79VZ5TUyPt3LFDCkBFkQJQKwIB273AysslAOSaa1yT/caNk6j5w4cdp0sCcq7SUpnSN25cXXs0MHVJmiQiIqLWh6sKiJoxLekwMVES8oqKZKpeUZGsiUpIkIAJLbRCm8pnNksB1qOHm7VFFgvwhz/I0I1dwfWRMhGhhho8HTLb4TyAHNqvn2OQRGamFFk7dsjf4+KkPQaDLbUQkJ9aYIZ9oqE7YWHAI49IcXbypBRogPw8eVK2P/yw/zd+ri9v/b9zJxMKiYiISHCki6iZ05IOtftEaaNA3bpJUaQVP6dOSXESEiIhGv36SXFTG1ahqlKxLFzocP6qc87Dvf2+x4HjkYjJkdGk6mopJNq0kdeKj5fRM/sbORcXywiX9ndN164SdlFSIi+pKLZ1ZjU1suarRw8JoHAO0gCAe+6Rny++KMUNIKNsqanSfG1/Q/HU/1lZUnAxoZCIiIhYdBHpxGqVogGQn127Bj7iUV0tSXz5+bJOadw496M47pIOi4qAZ56R7eecA/z8M3DmjBRGWVnyvD17zoZVvPYacP/9jieNiQH278eeo4koeRoYOhQYMsTxPJ06yVRAQNZZ2dMeK4rt7xaL7X5hu3ZJkZWQIOepqZG2nHuujBDVts2Ne+4BJk0CFiyQx3/9qxRc7tZ5+WKx1D29UONP0iQRERG1Xiy6iHSQmysjH/v2SaH0zDMyejNhgv8jH2+8IaM5x45JQRISIuuZHnnE/WiOc9LhgQMy4vLrr7aRLu08u3fLSNeIki9xzrlXu55s926gVy8AQEypnMdkkjVKBQVSqJSVSfGlpQZqSYIa7bGq2v5uNEoBeeSI7V5ax44Bp09LwRMXZwum8BZA8eWXckPi/Hxg7lzgww8lqGPqVP/ur+V8nn37ZFQwNFR+T4GeB/CdNElEREStF4suoiDLzZUv8gUFti/hCQkStpCf799Ncd94A5g5E6iokMJDi0Q/fFi2A76n0WnhDWvXyk/tnlhmM5By7Ges3H+e65M2bAAuusjlPO3aAZ9/Lu2Ij7ed5/Rp+ZOY6Jrep63v0v6uKDIN0GSyreFSFClWKiulbyIi5NjcXM8BFF9+CUyfLiN5qamyLS5O1lBNny6P/SmY7M+jjb6Vlwd+HiIiIiJfOPmFKIisVhnhKiiQNDttpCYmRh4XFAArVtiKDneqq2WEq6JC1l5FRUnxEhUljysqZFqdNlLkrS379snolnYD4pSafBw9puD7cqeCa+lSGZJyKrjsKYr8sQ/AUBRZ1xUZ6T7Io18/+ZObK8XZ0aO2xMKQENv0u5AQ2X74MPDbb54DKCwWKWiLimTNmlboxcbK46Ii4JVXbPf98sTdeYzGwM9DRERE5A8WXURBZDLJWqW0NMf4cEAep6ZKAaKt9XJn5UqZchcT41p0aOEVR4/Kcd5kZ8t50tOBlDbFyD6ajuwjjkNH89v+HRu/V4Gbb/Z6TadOyQ2Ek5Ol6CsslJ/JycAll8h6ta5dZfuePfIzKwt48kn5M3Cg3MOrvFwKwNBQWZsWGirXZDDI3ysqZDTN02hgdrYUkh06uO+b9u3lPmDZ2b77JhjnISIiIvIHpxcSBVFJiUyVi452vz86WkZzPAVEADLNrqbGdY2UJiJCEgTz87235fhxQK02471Tf8AFRWsc9v2n4yQ8030xDpoUdD3u/TzaNWVkyHTJoiKZ6hgeLtP6amqkWLrlFnnsLkgiI0MKruxsmaoYGmq7T5dWnNbUyGhYVpbn6ZfHj8u0Rk+BGdHRMpp43Mc1Bes8RERERP5g0UUURDExtiAI5zVOgO+ACEBGyUJCpLBxVxRUVsr+tDQvDVFVDFn6APIOv+aweWvYYNyaug4JKeEoK5Xip2NH/6/JXbu1a4qL8xwkYTAA/fvL62kFpfMIU3W17O/c2XNbOnaUY8rLPfevP9cUrPMQERER+YNFF1EQpacDvXtLaEafPo77VFXS/zwFRGjGjZOUQu1+T/bFidUqo1ypqXKcW//4B/Dgg0ix23QKbdETe3GqOgHYDxgOSEE3dKhEpPtzTevXy+hQYaGsdTIaJSAkNBQYOdL7NQXluiBt7dFD1o+1aeO4z2qVGyT37ev7mpzP49wWf89DRERE5A+u6SIKIoNBYuETE+ULvXZT4OJieewpIMJeWJjEwkdGypf/sjIZHSork8eRkXJPKpf7da1cKXP1HnzQYXN37EMCTuEUEmq3aUVO27a+70llMMi9sw4dkvVaBoM8z2CQx4cOyX3AfN2Tqs7XZcdolPVecXHA/v2O/bt/v2x/4AHf1+R8HvsAkEDOQ0REROQPfqUgCrLMTPlCr92nC5AgiqwsKbj8uU+XFgev3aertFSmFKamSmHiEBe/ZQtw4YUu56j67n9Ivm4ozpwBDGdTB7XEQS2FcPVqma4YEeG5LVar3OsrNVWm2xUWytoro1Fu5RUaCmzfDvzhD74Lr4CuywMtxl27TxcgxVLfvlIo+Rvzbn+efftkDVdoaODnISIiIvKFRReRDjIzJTwiL09uTDxzpqT7+SpK7N1zDzBligxg5efLGq5x4+xGgg4ckJM6+/RT4IYb8PZrMgIUHi7PqalxjGuvqpJiZdEi4L77PLdDS2Ts21fWdDkHaRQX2xIZ/bk5sM/r8sNVVwFXXAFs2iQF4FtvyVTJQEemtPNkZ0toRseOMqWQI1xEREQUTPxqQaQTg0HWOe3Y4ZjkF4iwMOCGG5w2njkjVd2xY47b580DHn209uGBAzKaZTTKT7PZVnRpEe1msxznTTASGZ0ZDBI3bzBIoVOXvjEagSFDgK++kp91LZQMBhlpi4tzH9NPREREVF8suoiai+pqYMwYSbSwd+edwD//6XJjsC5dZFN5uevNmKurpbhQFN+jU1p6ockk67cKCmxBGomJQKdOvhMZ7X35pW1Kn9ksxV+PHjIls6Gn9OXmyjTQXbts0yx795Z1ef5MAyUiIiLyB/9Nl6ipU1XgrrtkPp99wXXRRTLP71//cr0TM2QKX0iIa8GlsVpl/5Qp3l8+PV3urfX998CRI5J6mJAgP48cATZulMe+0gsBKbimT5dQkfh4iYePj5fH06fL/oaSmyvFX06OFI8ZGfIzJ0e25+Y2XFuIiIioZWPRRdSUzZ8vQ1L/+pdtW8eOksyxYYPXhVDazYe98ecYjX0AB+AYyuEPi0WKmaIioFs3uT+W0Sg/u3WT7a+8IsfpzWqVEa6CAon2j42VAjQ2Vh4XFAArVvjfN0RERETesOgiaoo++0yqmf/7P8ft+/fLWq62bX2eYv583wWMxSLHeWMySY03fLisw6qokATDigp5PHy4PDaZvJ8nO1umFHbo4LpuymAA2rcH9u6V4/SmhYOkpbkWjYoia7y0cBAiIiKi+uKaLiInVqt82S4pkXVKdQ3BqJPsbEmFcLLvwx9gHHqhtMXPU+3fLz+1gImaGtvoVEiIbLNYbMd5ogVpZGTI+i/n9MKaGrlfl68gjePHZQ1XVJS0o6rKtjYsPFwCOQoK5Di96REOQkREROQJiy4iO40WrLB/P9C9u8vm/zdxGT4PmYDKFUDE14G1pVs3+WmxuE4L1Aow++M80YI0yspk+l18vOP+sjL/gjQ6dpTQjMJC6Vst4MNgkEIsIkL2d+zo+9rqy/manPl7TURERET+4PRCorMaJVjh1Cl5EaeC6/ijL+Kev6j4pHpCndsybZoUMYCtwNJoj0ND5Thv0tOl2MvPd3+eQ4ekCPQVpDF4MJCUJKOIxcXy2lFR8rO4WLYnJ8txegvWNRERERH5g0UXERohWKGqChg2TGL/Cgtt2++5B1aLFYviHq53W8LCfI8adezo+6bEBoOMriUmSspgUZGMnhUVyePERGD8eN9TMA0GiYYPCZFphhaLFDgWizwOCZH9DTGVM1jXREREROQPfqUgQgMGK6gqMHmyzF3btMm2/dJL5eZZr78OU74SlLZkZ8soUkKC+/MkJMh+f4IrMjPlPloDB0qNuGeP/MzKku3+THfU2jtqlIRmVFXJfZ6rquTxqFHSPQ0VXhGMayIiIiLyB9d0EaGBghXmzgVmzHDclpoK7NghiRRBbosWXNG7txRZ+fmSOBgZKQWdqgIHD/ofXJGZKdMc6xoyol3XuecC/fvLFL7SUqBNG+kGq9W/QI5gqu81EREREfmDRRcR9A1WSNm4EaHjx7vuOHjQ7aIh+7bExLimBQYaXFFeLse2bSsFW1iYFBXauqpAgisMBkkwrAvn64qNlWsKD5eiMNA+1lImAfnZtWvdiqX6XBMRERGRP1h0EcEWrJCTI+um7KfjacEKWVkBBiv8738IHT4cFzhv/+kn4LzzfLZl/XoZqSostEWra1MCR470L7iiRw9g61ZJK6ystEXGR0TIGqrzz2+Y4AogeNcF2FIm9+0Dxo0DnnlGrlX3lEkiIiKiOuAkGiIEOVhh716pbIYPd9y+cqVUPV4KLq0t554rhd6ePfK4bVv5uWePbD/nHN9tMRqloCottU3Z00IzSkpk+6BBtvt46S1Y12WfMpmQINsSEnROmSQiIiKqBxZdRGfVO1ihoEDm//Xq5bD51zvvhLm6GrjmGr/aYbUCv/4q65x69ZLHp0/Lz169ZPv27b7TCy0WCclo08Y2Za+6Wn7GxMj2H36Q4xpCMK7LOWVSu66YGJ1SJomIiIiCgNMLiezUKVihshK4+GJgyxbH7VOnwvzCC8j7z38QyIw3LUmxb1/3a7qKi23phd7WImVny/S7zp2lwCopkaIrLEzOW1Iig3LZ2a6DcnoIxnUFkjLJdVpERETUVHCki6iurFbgllskDtC+4Lr8csBshvWlf8CUL5WByeT/6It9eqGqSjFSWCg/VVW2V1b6n14YFSUFSXi4NFULroiOlv3+phfWl/11KQoQHy8hHvHxtvb4ui5/kh396RsiIiKihsSRLiI7WkDDrl3y5T0iQsIfXAIann4aeOIJxyd36QL88gsQG1uvoAct5e/XXyVN/tQpCcIICQHatQP69ZORIX/TC0+dkqj48nIp/AwGKcQiIgJPL6yPYCRE6pkySURERKQXjnQRnWUf0JCYKNMMExOdAho+/FCGZZwLrvx8IC+vtuCqT9CDlt63di1w8qQUEfHx8vPkSdmuKP6lFyYlSTJ9SYkUWFFR8rOkREbfkpMbPr0wP19G7OxpCZGZmd6vKxjnICIiImpoLLqI4BrQEBsrI0uxsfK4fe4GZPZRZDqhvZwc+bafmur2PHUJerBaZYTMapX1VyEhUmSFhMhj+/3eGAwyuhYSImunLBZpqsUij0NCZH9D3Qg4GAmRzucoLpbtxcV1SJkkIiIiaiD8akIEzwENCQW7MecpBU+tH+H4hFWrpIIZMMCv8wCuQQ+eZGcDx47JOWJiZN1Vebn8jImR7UePynG+rgkALrkE6NBBCq0zZ+Rnhw7AqFFyCd7aEmz1Toh0OsepU7Lt1KnAzkFERETUkLimiwiu4RU1R0/gicVdEGapcDju8ONvoNPTf/HrPO5ERwOHD3sPetACMFJSHEepjEYJwaipkSmDvgIwtLacc47t/lilpZJkmJoqI2V79jR86ESdEiI9nCMvT9a9zZwJdO3KES5PrNb69TcRERHVT5P73+6GDRtw9dVXIyUlBYqiYMWKFQ77VVXF7NmzkZKSgsjISIwcORK//fabz/N+9tln6NOnD8LDw9GnTx8sX75cpyug5kgLaDi6vwK3LhiAv/+ro0PB9Z8+j+C2W6wwT/FccNmfp6zM/X5/gh60AIzychkdi4iQQikiQh6XlfkXgGHfFoNBvmj36WP7wt2YoRMGg+SOnHOO/KxLAaBdE8AiwpvcXGDuXFmGqOW/zJ3Lm0gTERE1pCb3NaWsrAz9+/fHq6++6nb/888/jwULFuDVV1/Fli1bkJSUhNGjR6PEyz/Xb968GTfddBNuvfVW/PLLL7j11ltx44034ocfftDrMqiZSU+14qHsm/D20ij0KP2ldvv3ba/GOb3NuL9yPhISFZ8BDcEIehg8WNZanTjhum7LapUwjZ49fQdgMHSC/AqHISIiIt01uaJr7Nix+Pvf/45rr73WZZ+qqli4cCFmzpyJa6+9Fv369cO7776L8vJyLF261OM5Fy5ciNGjR2PGjBno3bs3ZsyYgUsvvRQLFy7U8Uqo2XjiCRhCQzBw76e1m0wRPXH50BL8X6/PYYHRpWjxJBhBD0ajrE2KiwP273cMnNi/X7Y/8IAcF0hb6hJcQc2Xr3AYf0JdiIiIKDia1ZquvLw8HDt2DGPGjKndFh4ejhEjRmDTpk24++673T5v8+bNeOihhxy2XX755V6LrqqqKlRVVdU+Lj777dlsNsNsNtfjKpoO7TpayvUESnnvPRjvvNNl+59GHsDeshRYKgCj0YwuXSRavahI1hD5Ghnq0QO47z7gyy+B/fulb4uLzTj/fODKK2W/ry6//HIZjXrzTSm0SkulyBowALj77tr7L/tk35Y9e2QdWEQEAmpLU9ba38PemEySctmlixRbzjp3Bvbu9f2eZh/ri/2rP/axvti/+mMf66uu/Rvo8Yqq+vtv+A1PURQsX74c48ePBwBs2rQJw4YNw+HDh5GSklJ73F133YWDBw/im2++cXuesLAwLFmyBBMnTqzdtnTpUkyePNmhsLI3e/ZszJkzx2X70qVLERUVVY+rosaW+OuvGOZ8ny0A3y1ciJIuXRq+QURERETUrJSXl2PixIkoKipCbGysz+Ob1UiXRnHK4lZV1WVbfZ8zY8YMPPzww7WPi4uLkZaWhjFjxvjVsc2B2WzG6tWrMXr0aISGhjZqW6xW13S9oE9727kToU4R7wBgWbUKBzNG44NngIRD7oMliosllnzmzMDWQNW3jxukX5qxpvQebmpMJuCZZ+TG3PV5T7OP9cX+1R/7WF/sX/2xj/VV1/7VZsH5q1kVXUlJSQCAY8eOITk5uXb7iRMn0NFLlFtSUhKOHTvmsM3Xc8LDwxEeHu6yPTQ0tMW94Rv7mnJzZe3Jrl0ScR4RIQEQEyYE6Z5Lx4/Lza2ch4H/9S/gzjthBNDVKlPtcnJkvYt9Pa6qEtGelVX3WPK69LHu/dKCNPZ7uCnq2jW472n2sb7Yv/pjH+uL/as/9rG+Au3fQH8XzerfzLt27YqkpCSsXr26dlt1dTXWr1+PoUOHenzekCFDHJ4DAN9++63X51DD0DVdrawM6NsXSEpyLLimT5dvnXbruZpa6ART56i+mtp7moiIqDVrciNdpaWl2LdvX+3jvLw8bNu2De3atUN6ejoefPBBPPvss+jZsyd69uyJZ599FlFRUQ7rtW677TZ06tQJzz33HADgr3/9Ky6++GLMmzcP48aNw8qVK7FmzRps3Lixwa+PbJzT1bR/idfS1XbulHS1jIwAvxjW1AA33CAnt3fttcCnn7pPFYCMHk2dahtdOnxYRpeysuTLaUONLunWL9TqNJX3NBERUWvX5Iqun376CaNGjap9rK2rmjRpEpYsWYJHH30UFRUVuPfee3H69GkMGjQI3377LWLsFi2YTCYY7L6NDh06FB9//DEef/xxzJo1C927d8cnn3yCQYMGNdyFkQuTSb4IpqU5Tn0C5HFqqozomEySwOaXxx4D5s1z3Na3L/DDD0B0tM+nZ2ZKMWMyASUlshamoW+8q0u/UKvVFN7TRERErV2TK7pGjhwJb4GKiqJg9uzZmD17tsdj1q1b57Lt+uuvx/XXXx+EFlKwlJTIWiVPtVB0tPzLvJf7Xtu8/Tbw5z87bjMa5c7ASUmwWgHTAf++dBoMwSlmrFb5ogvIT3/Xztj3i6rKdLCqKiA8XO7RFVC/ECF472kiIiKqmyZXdFHrERMjU53KymTqnLOyMtnvLnmt1rffyk2rnO3YISNcaJxACu019+0Dxo2TFLkePfx7Ta1fTCZJLiwokLU4RqOsw+nUyY9+ISIiIqImgxNMqNGkp0vxk58vIzr2VFUKjsxMD3HW27fLXDvngmvNGnmyXcHV0IEU9q+ZkCDbEhL8f830dKBdO+D774EjR4CoKHl+VJQ83rhRHgcSXU9EREREjYdFFzWaOqWrHTkixda55zqe7J13pNi69NLaTc6BFLGxkqGhBVIUFEgghdUavGtyfk1tNComJvDXVBT5oxWkqmrbRkRERETNB4sualRautrAgUBhIbBnj/zMypLttVPxSktlmKpTJ8cTPP64VCOTJ7ucO5BAimAJxmuaTHLT2uHDgeRkoKJC+qSiQh4PHy6Pg9luIiIiItIP13RRvWhhEfVJRcvMBHr2BLKz5T7GHTsCgwfLGibU1Mhw2BdfOD7pxhuBjz7y+mJBDerwUzBeUztHRoaEHzgHadTUSHHKIA0iIiKi5oFFF9VZsAIq3J1nw3oVd+/7PyQsedHx4AEDgE2bgMhIn+cNSlBHgILxms7niI/Xv91EREREpB9OL6Q6CVZAhbvzXH34TfztcYNjwRUZKcNgOTl+FVxAPYM66igYr9kY7SYiIiIi/XCkiwLmHBahrV3SAip27pSwiIwM71MNnc/Ta99X+NPSK12P+y0Xhj69A26nFtSRny9tSk2V6X1lZVK4uA3qqCfn1+zcWbYXFwMHD/r3mo3RbiIiIiLSD4suClggYRHebsiqnWdQ+DZMe2qgy/5Xr1+HHyNH4KkowMtpvNKCOrTpi4cPy9S8rCwpXPS4T5f9a+7bJ9tOnQrsNRuj3URERESkDxZdFLBgBVRU7D2E995Pc9m+bML7+PXcW2CxAJVBCIzIzJRRt/oGftTlNfPy5D7NM2cCXbsG9pqN0W4iIiIiCj4WXRSweodFlJQA/fsjMy/PYfPakXOwfsQT/p8nAAaD91E3PRgMUiTt2FH3Yqkx2k1EREREwcWiiwKmBT3k5Diu6QJsQQ9ZWW6CHiwW4KqrgG++cdi8If1P+G7Sew5VidfzEBERERE1I5yoRAHTgh4SEyXooahI6qmiInnsEvSgqsBf/wqEhjoWXBdcgF05FfjoDx/gt1yD7/MQERERETVDHOmiOvE76OHVV4EHHnB8cmws8PvvQGIieoOBEURERETUsrHoojrzGvTwxRfANde4PmnPHqBnT//PQ0RERETUzLHoonpxCXr4+WfgvPNcD/z+e2D4cP/P0wJYrVJIAvIz0PRCIiIiImoZWHRRcJhMtjsB2/voI+CPf2z49jSy3FzbfbrGjQOeeQbo0UPWwnHKJBEREVHrwn93p/opKpK7ITsXXM8+KwEarbTgevllSXdMSJBtCQny+OWXZT8RERERtR4suqhuzGbg0kuB+HhJv9BMnizz6mbMaLSmNSarVUa4CgokTl+7x1hMjDwuKABWrJDjiIiIiKh1YNFFgVFV4N57gbAw4LvvbNuHDgUqK4F33nG8cVcrYzJJCmNamms3KIoMCubm2tZ6EREREVHLxzVd5L+XXgIefthxW0KCJBK2a9c4bWpiSkqk9oyOdr8/OloGBktKGrZdRERERNR4WHSRbytWSAKEs99/B7p1a/DmNGUxMXKfsbIyuR2Zs7Iy2a9NOyQiIiKilo/TC8mzH3+UOXHOBdemTTLNkAWXi/R0oHdvID9fusieqgKHDkl6YXp647SPiIiIiBoeiy5ylZcnxdagQY7b//1vqRyGDGmcdjUDBoPUqImJwM6dQHGxbC8ulseJicD48bxfFxEREVFrwq9+ZHPmDJCU5DqC9fzzUmxdf32jNKu5ycwEpk4FBg4ETp2SbadOAVlZsp336SIiIiJqXbimi4Dqaol///57x+1//jPw1lutOo2wrjIzgYwMGTTcsQOYORPo2pUjXEREREStEb8Ctmaqiv6vvYbQNm0cC64RI4CqKuCf/2TBVQ8Gg23tVno6Cy4iIiKi1opfA1ur559HaHg4uqxebduWnAycPg2sWyf34SIiIiIionrj9MLW5t//Bm680XV7Xh7QpUuDN4eIiIiIqKXjSFdrsWmTTBV0KrjWv/ACzNXVLLiIiIiIiHTCoqul+/13KbaGDXPcvnw5zNXVONOzZ+O0i4iIiIiolWDR1VKdOgW0awf06OG4/aWXJP59/PhGaRYRERERUWvDoqulqaqSmxcnJEgohua++wCrFXjwwUZrGhERERFRa8QgjZZCVYHJk4F333XcftllwFdfAaGhjdMuIiIiIqJWjkVXS/Dss3L3XXtpacD27UBcXOO0iYiIiIiIALDoat4+/hi4+WbX7QcP2u7KS0REREREjYpFV3NUUgLExrpu/+kn4LzzGr49RERERETkEYM0mqO333Z8/MUXsqaLBRcRERERUZPDka7m6Oabgbw8oFcv4P77G7s1RERERETkBYuu5igpCXj55cZuBRERERER+YHTC4mIiIiIiHTEoouIiIiIiEhHLLqIiIiIiIh01CyLri5dukBRFJc/9913n9vj161b5/b4Xbt2NXDLiYiIiIiotWmWQRpbtmxBTU1N7eMdO3Zg9OjRuOGGG7w+b/fu3Yi1u79V+/btdWsjERERERER0EyLLudiae7cuejevTtGjBjh9XkdOnRAfHy8ji0jIiIiIiJy1CyLLnvV1dX44IMP8PDDD0NRFK/HDhw4EJWVlejTpw8ef/xxjBo1yuOxVVVVqKqqqn1cXFwMADCbzTCbzcFpfCPTrqOlXE9TxD7WF/tXf+xjfbF/9cc+1hf7V3/sY33VtX8DPV5RVVUN6BlNzKeffoqJEyfCZDIhJSXF7TG7d+/Ghg0bcN5556Gqqgrvv/8+3nzzTaxbtw4XX3yx2+fMnj0bc+bMcdm+dOlSREVFBfUaiIiIiIio+SgvL8fEiRNRVFTksHzJk2ZfdF1++eUICwvDF198EdDzrr76aiiKgs8//9ztfncjXWlpaSgoKPCrY5sDs9mM1atXY/To0QgNDW3s5rRI7GN9sX/1xz7WF/tXf+xjfbF/9cc+1ldd+7e4uBiJiYl+F13NenrhwYMHsWbNGixbtizg5w4ePBgffPCBx/3h4eEIDw932R4aGtri3vAt8ZqaGvaxvti/+mMf64v9qz/2sb7Yv/pjH+sr0P4N9HfRLCPjNYsXL0aHDh1w5ZVXBvzcnJwcJCcn69AqIiIiIiIim2Y70mW1WrF48WJMmjQJRqPjZcyYMQOHDx/Ge++9BwBYuHAhunTpgr59+9YGb3z22Wf47LPPGqPpRERERETUijTbomvNmjUwmUy44447XPYdPXoUJpOp9nF1dTWmTZuGw4cPIzIyEn379sWqVavwhz/8oSGbHDRWK2AyASUlQEwMkJ4OGJr1mCURERERUcvVbIuuMWPGwFMGyJIlSxweP/roo3j00UcboFX6y80Fli8Hdu0CKiuBiAigd29gwgQgM7OxW0dERERERM6abdHVGuXmAi+/DBQUAGlpQHQ0UFYG5OQA+fnA1KksvIiIiIiImhpOSmsmrFYZ4SooAPr0AWJjgZAQ+dmnj2xfsUKOIyIiIiKipoNFVzNhMsmUwrQ0QFEc9ykKkJoqI2F2S9mIiIiIiKgJYNHVTJSUyBqu6Gj3+6OjZX9JScO2i4iIiIiIvGPR1UzExEhoRlmZ+/1lZbI/JqZh20VERERERN6x6Gom0tMlpTA/H3AObVRV4NAhCdFIT2+c9hERERERkXssupoJg0Fi4RMTgZ07gaIiwGKRnzt3yvbx43m/LiIiIiKipoZf0ZuRzEyJhR84ECgsBPbskZ9ZWYyLJyIiIiJqqnifrmYmMxPIyJCUwpISWcOVns4RLiIiIiKipopFVzNkMABdujR2K4iIiIiIyB8cHyEiIiIiItIRiy4iIiIiIiIdsegiIiIiIiLSEYsuIiIiIiIiHbHoIiIiIiIi0hGLLiIiIiIiIh2x6CIiIiIiItIRiy4iIiIiIiIdsegiIiIiIiLSEYsuIiIiIiIiHRkbuwEUOKsVMJmAkhIgJgZITwcMLJ+JiIiIiJokFl3NTG4usHw5sGsXUFkJREQAvXsDEyYAmZmN3ToiIiIiInLGoqsZyc0FXn4ZKCgA0tKA6GigrAzIyQHy84GpU1l4ERERERE1NZyU1kxYrTLCVVAA9OkDxMYCISHys08f2b5ihRxHRERERERNB4uuZsJkkimFaWmAojjuUxQgNVVGwkymxmkfERERERG5x6KrmSgpkTVc0dHu90dHy/6SkoZtFxEREREReceiq5mIiZHQjLIy9/vLymR/TEzDtouIiIiIiLxj0dVMpKdLSmF+PqCqjvtUFTh0SEI00tMbp31EREREROQei65mwmCQWPjERGDnTqCoCLBY5OfOnbJ9/Hjer4uIiIiIqKnhV/RmJDNTYuEHDgQKC4E9e+RnVhbj4omIiIiImirep6uZycwEMjIkpbCkRNZwpadzhIuIiIiIqKli0dUMGQxAly6N3QoiIiIiIvIHx0eIiIiIiIh0xKKLiIiIiIhIRyy6iIiIiIiIdMSii4iIiIiISEcsuoiIiIiIiHTEoouIiIiIiEhHLLqIiIiIiIh0xKKLiIiIiIhIRyy6iIiIiIiIdMSii4iIiIiISEcsuoiIiIiIiHTEoouIiIiIiEhHLLqIiIiIiIh0ZGzsBjQXqqoCAIqLixu5JcFjNptRXl6O4uJihIaGNnZzWiT2sb7Yv/pjH+uL/as/9rG+2L/6Yx/rq679q9UEWo3gC4suP5WUlAAA0tLSGrklRERERETUFJSUlCAuLs7ncYrqb3nWylmtVhw5cgQxMTFQFKWxmxMUxcXFSEtLQ35+PmJjYxu7OS0S+1hf7F/9sY/1xf7VH/tYX+xf/bGP9VXX/lVVFSUlJUhJSYHB4HvFFke6/GQwGJCamtrYzdBFbGws/yPWGftYX+xf/bGP9cX+1R/7WF/sX/2xj/VVl/71Z4RLwyANIiIiIiIiHbHoIiIiIiIi0hGLrlYsPDwcTz75JMLDwxu7KS0W+1hf7F/9sY/1xf7VH/tYX+xf/bGP9dVQ/csgDSIiIiIiIh1xpIuIiIiIiEhHLLqIiIiIiIh0xKKLiIiIiIhIRyy6iIiIiIiIdMSiq4Xq0qULFEVx+XPfffe5PX7dunVuj9+1a1cDt7zp2rBhA66++mqkpKRAURSsWLHCYb+qqpg9ezZSUlIQGRmJkSNH4rfffvN53s8++wx9+vRBeHg4+vTpg+XLl+t0BU2bt/41m82YPn06zjnnHERHRyMlJQW33XYbjhw54vWcS5Yscfu+rqys1PlqmiZf7+Hbb7/dpa8GDx7s87x8Dwtf/evuvagoCl544QWP5+R72Oa5557DBRdcgJiYGHTo0AHjx4/H7t27HY7h53D9+OpjfhbXjz/vYX4O148/fdxYn8UsulqoLVu24OjRo7V/Vq9eDQC44YYbvD5v9+7dDs/r2bNnQzS3WSgrK0P//v3x6quvut3//PPPY8GCBXj11VexZcsWJCUlYfTo0SgpKfF4zs2bN+Omm27Crbfeil9++QW33norbrzxRvzwww96XUaT5a1/y8vL8fPPP2PWrFn4+eefsWzZMuzZswfXXHONz/PGxsY6vKePHj2KiIgIPS6hyfP1HgaAK664wqGvvvrqK6/n5HvYxlf/Or8P33nnHSiKguuuu87refkeFuvXr8d9992H7OxsrF69GhaLBWPGjEFZWVntMfwcrh9ffczP4vrx5z0M8HO4Pvzp40b7LFapVfjrX/+qdu/eXbVarW73r127VgWgnj59umEb1kwBUJcvX1772Gq1qklJSercuXNrt1VWVqpxcXHqm2++6fE8N954o3rFFVc4bLv88svVP/7xj0Fvc3PiIbPWegAADYlJREFU3L/u/PjjjyoA9eDBgx6PWbx4sRoXFxfcxrUQ7vp40qRJ6rhx4wI6D9/D7vnzHh43bpx6ySWXeD2G72HPTpw4oQJQ169fr6oqP4f14NzH7vCzuO7c9S8/h4PLn/dwQ30Wc6SrFaiursYHH3yAO+64A4qieD124MCBSE5OxqWXXoq1a9c2UAubv7y8PBw7dgxjxoyp3RYeHo4RI0Zg06ZNHp+3efNmh+cAwOWXX+71OSSKioqgKAri4+O9HldaWorOnTsjNTUVV111FXJychqmgc3UunXr0KFDB/Tq1Qt//vOfceLECa/H8z1cN8ePH8eqVaswZcoUn8fyPexeUVERAKBdu3YA+DmsB+c+9nQMP4vrxlP/8nM4eHy9hxvys5hFVyuwYsUKnDlzBrfffrvHY5KTk/HPf/4Tn332GZYtW4aMjAxceuml2LBhQ8M1tBk7duwYAKBjx44O2zt27Fi7z9PzAn0OAZWVlXjssccwceJExMbGejyud+/eWLJkCT7//HN89NFHiIiIwLBhw7B3794GbG3zMXbsWHz44Yf47rvv8OKLL2LLli245JJLUFVV5fE5fA/XzbvvvouYmBhce+21Xo/je9g9VVXx8MMPY/jw4ejXrx8Afg4Hm7s+dsbP4rrz1L/8HA4ef97DDflZbAyo9dQsLVq0CGPHjkVKSorHYzIyMpCRkVH7eMiQIcjPz8f8+fNx8cUXN0QzWwTnkURVVX2OLtblOa2Z2WzGH//4R1itVrz++utejx08eLDDAuRhw4YhKysLr7zyCl5++WW9m9rs3HTTTbV/79evH84//3x07twZq1at8vo/JL6HA/fOO+/gT3/6k8/1AHwPu3f//ffj119/xcaNG1328XM4OLz1McDP4vry1L/8HA4eX+9hoGE/iznS1cIdPHgQa9aswZ133hnwcwcPHtyq/xUqEElJSQDg8q9KJ06ccPnXJ+fnBfqc1sxsNuPGG29EXl4eVq9e7fVfVt0xGAy44IIL+L72U3JyMjp37uy1v/geDtz333+P3bt31+lzme9h4IEHHsDnn3+OtWvXIjU1tXY7P4eDx1Mfa/hZXD+++tceP4frxp8+bujPYhZdLdzixYvRoUMHXHnllQE/NycnB8nJyTq0quXp2rUrkpKSalMiAVlLt379egwdOtTj84YMGeLwHAD49ttvvT6ntdL+J793716sWbMGCQkJAZ9DVVVs27aN72s/FRYWIj8/32t/8T0cuEWLFuG8885D//79A35ua34Pq6qK+++/H8uWLcN3332Hrl27Ouzn53D9+epjgJ/F9eFP/zrj53BgAunjBv8srlcMBzVpNTU1anp6ujp9+nSXfY899ph666231j5+6aWX1OXLl6t79uxRd+zYoT722GMqAPWzzz5ryCY3aSUlJWpOTo6ak5OjAlAXLFig5uTk1CY2zZ07V42Li1OXLVumbt++Xb355pvV5ORktbi4uPYct956q/rYY4/VPv7f//6nhoSEqHPnzlVzc3PVuXPnqkajUc3Ozm7w62ts3vrXbDar11xzjZqamqpu27ZNPXr0aO2fqqqq2nM49+/s2bPVr7/+Wv3999/VnJwcdfLkyarRaFR/+OGHxrjERuetj0tKStRHHnlE3bRpk5qXl6euXbtWHTJkiNqpUye+h/3k6zNCVVW1qKhIjYqKUt944w235+B72LN77rlHjYuLU9etW+fwGVBeXl57DD+H68dXH/OzuH589S8/h+vPn88JVW2cz2IWXS3YN998owJQd+/e7bJv0qRJ6ogRI2ofz5s3T+3evbsaERGhtm3bVh0+fLi6atWqBmxt06fF6jv/mTRpkqqqElf85JNPqklJSWp4eLh68cUXq9u3b3c4x4gRI2qP1/z73/9WMzIy1NDQULV3796tttD11r95eXlu9wFQ165dW3sO5/598MEH1fT0dDUsLExt3769OmbMGHXTpk0Nf3FNhLc+Li8vV8eMGaO2b99eDQ0NVdPT09VJkyapJpPJ4Rx8D3vm6zNCVVX1rbfeUiMjI9UzZ864PQffw555+gxYvHhx7TH8HK4fX33Mz+L68dW//ByuP38+J1S1cT6LlbMNJCIiIiIiIh1wTRcREREREZGOWHQRERERERHpiEUXERERERGRjlh0ERERERER6YhFFxERERERkY5YdBEREREREemIRRcREREREZGOWHQRERERERHpiEUXERGRjm6//XYoigJFUTBy5MjGbg4RETUCFl1ERNTgevfuXVuIKIqCzp07Q1XVoJx79uzZteft0qVLUM7Z0A4cOODQP9ofg8GAmJgY9OvXD/fddx/27dsX1OcSEZE+WHQREVGD2rx5M3bv3u2wzWQy4bvvvmukFjUfqqqitLQUv/32G15//XUMHDgQOTk5uj+XiIjqh0UXERE1qCVLlgS0nYDRo0fjhRdewOzZszFs2LDa7aWlpXj66ad1ey4REQUHiy4iImowlZWV+PTTT2sf9+rVq/bvy5YtQ0lJicfnZmdn47bbbkP37t0RGRmJmJgYZGZm4s9//jMOHTqEdevWQVEUzJkzp/Y5Bw8edJhipxV23tZZLVmyxOE59tasWYM77rgDAwcORFJSEsLDwxEVFYWePXvijjvuwPbt2+vRO54NHToU06ZNw5NPPom1a9ciNTW1dt/OnTt1ey4REQUHiy4iImowy5cvx5kzZ2ofv/vuuwgJCQEAlJeXOxRk9p544gkMHToU77//Pvbv34/KykqUlpZi165dePvttxtsfdKKFSuwePFibNu2DcePH0d1dTUqKiqwb98+LF68GOeffz7WrFmjaxtCQ0PRoUOH2scJCQkN8lwiIqo7Y2M3gIiIWg/7KYQXXnghBg8ejFGjRtUWKkuWLMGUKVMcnvPJJ584TIOLjo7GzTffjNTUVPz+++/4/PPPAQDdu3fHCy+8gG+//RarV68GALRt2xZ/+9vfap97wQUX1Kv9bdq0wahRo9C3b1+0a9cOkZGRKCwsxKpVq5Cbm4vq6mpMnTpVtxGksrIyfPXVV/jll19qt9144426P5eIiOqHRRcRETWIw4cPO4wC3XzzzQCAm266qXb7xo0bsW/fPvTo0aP2uHnz5tX+vU2bNsjJyXHYX1RUBIvFgoSEBEybNg2lpaW1RVdsbCymTZsWtGuYO3curFYrfvrpJ+Tm5uLMmTPo2LEjxo4di9zcXABAbm4u8vPzkZaWFrTXnTNnjsO0SUBGrR544AE88MADuj2XiIiCg0UXERE1iPfeew9WqxUAYDAYakdZrrvuOtx7770wm80AZMqhNrJVXl6Obdu21Z7jtttucyi4ACAuLq4BWi9Wr16NO++8EyaTyetxhw4dCmrR5c6oUaMwffp0GAyBrxSoz3OJiChw/LQlIqIG8e6779b+/aKLLkJKSgoAmQI4ZsyY2n3vvfde7T27Tp8+7XD/Lj3uu+V8f7Cqqiq3xx05cgTjx4/3WXB5O0ddjR49GnPnzsXEiRNrwz2+/fZbXHbZZaioqNDtuUREFBwsuoiISHfO9+Zav369Q0LgqlWravfZ37Orbdu2DgmCBw4cCEp77Ed4nAuPvXv3un3OF198gfLycgCAoij48MMPUVxcDFVV8dtvvwWlXZ4MHToU06dPx4cffohnn322dvv27dvx4osv6vZcIiIKDhZdRESku0DvwaUdHxUVhQEDBtRu19IL7ZWWluLUqVO1j0NDQ2v/rhVJzuLj42v/vnv3bhQVFQEAjh07hvfee8/tcwoLC2v/HhcXhz/+8Y+IiYkBAHz88ce+LypIpk2b5jDFcv78+bXt1/O5RERUdyy6iIhIV8735urWrRtuuukmlz+9e/euPcb+nl2PPvpo7faSkhL0798fd911F55++mnceeed6Nq1K3799dfaYzp16lT795MnT2Ly5Ml44YUXMH/+/NpRrfPPP7/2mOLiYpx33nm4+eabMXDgQJw8edLtdWRkZNT+/cyZMxg7diz+/ve/Y8KECQ16k2Gj0ejQJ0VFRXjttdd0fy4REdWDSkREpKOlS5eqAGr/fPzxx26PW7VqlcNxb7/9du2+WbNmqYqiOOy3/7N27draY48ePapGRUW5Pe7kyZOqqqpqeXm52r17d5f9iqKol112mcM2TXV1tXrOOee4Pe+kSZM8tsd+34gRI/zqs7y8PIfzPfnkkw77q6qq1E6dOtXuT0xMVMvKyur9XCIi0gdHuoiISFf2ARrt2rXD+PHj3R53+eWX14ZrAI5TEp966in873//wy233IIuXbogPDwcUVFR6NGjByZPnuwwZS4pKQlffPEFhg0bhujoaLevFRkZif/+97+49tprERsbi6ioKFx88cVYs2YN/vSnP7l9TmhoKL777jvcfvvtSEhIQHh4OPr164d//vOfmD17tv8dEgRhYWF45JFHah8XFBTgzTff1P25RERUN4qqOsU2ERERERERUdBwpIuIiIiIiEhHLLqIiIiIiIh0xKKLiIiIiIhIRyy6iIiIiIiIdMSii4iIiIiISEcsuoiIiIiIiHTEoouIiIiIiEhHLLqIiIiIiIh0xKKLiIiIiIhIRyy6iIiIiIiIdMSii4iIiIiISEcsuoiIiIiIiHT0/wG2RGna76GQAQAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Mean Difference: -0.02\n",
      "Limits of Agreement: -1.97 to 1.92\n",
      "Regression line equation: y = 0.89x + 1.69\n",
      "R-squared: 0.87\n"
     ]
    }
   ],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "from scipy import stats\n",
    "\n",
    "# Load your CSV file\n",
    "data = pd.read_csv('Respiration Windows Results/estimated_respiration_rates_window_40.csv')  # Replace with your file path\n",
    "\n",
    "# Bland-Altman Analysis\n",
    "data['Difference'] = data['Actual RR'] - data['Estimated RR']\n",
    "data['Average'] = (data['Actual RR'] + data['Estimated RR']) / 2\n",
    "\n",
    "mean_diff = np.mean(data['Difference'])\n",
    "std_diff = np.std(data['Difference'])\n",
    "\n",
    "# Limits of Agreement (LoA)\n",
    "loa_upper = mean_diff + 1.96 * std_diff\n",
    "loa_lower = mean_diff - 1.96 * std_diff\n",
    "\n",
    "# Plot Bland-Altman plot\n",
    "plt.figure(figsize=(10, 6))\n",
    "plt.scatter(data['Average'], data['Difference'], color='blue', alpha=0.5)\n",
    "plt.axhline(mean_diff, color='black', linestyle='--', label='Mean Difference')\n",
    "plt.axhline(loa_upper, color='red', linestyle='--', label='Upper LoA (1.96 SD)')\n",
    "plt.axhline(loa_lower, color='red', linestyle='--', label='Lower LoA (-1.96 SD)')\n",
    "plt.ylim(-10,10)\n",
    "\n",
    "# Bold labels and titles with larger font size\n",
    "plt.xlabel('Average RR', fontsize=14, fontweight='bold')\n",
    "plt.ylabel('Difference (Actual RR - Estimated RR)', fontsize=14, fontweight='bold')\n",
    "plt.title('Bland-Altman Plot', fontsize=16, fontweight='bold')\n",
    "\n",
    "# Bold and larger font for legend\n",
    "plt.legend(prop={'weight': 'bold', 'size': 12})\n",
    "plt.grid(True)\n",
    "\n",
    "# Show plot\n",
    "plt.show()\n",
    "\n",
    "# Regression Analysis (Actual RR vs Estimated RR)\n",
    "slope, intercept, r_value, p_value, std_err = stats.linregress(data['Actual RR'], data['Estimated RR'])\n",
    "\n",
    "# Plotting the regression line\n",
    "plt.figure(figsize=(10, 6))\n",
    "plt.scatter(data['Actual RR'], data['Estimated RR'], color='blue', alpha=0.5)\n",
    "plt.plot(data['Actual RR'], slope * data['Actual RR'] + intercept, color='red', label=f'Linear regression: y={slope:.2f}x + {intercept:.2f}')\n",
    "\n",
    "# Bold labels and titles with larger font size\n",
    "plt.xlabel('Actual RR', fontsize=14, fontweight='bold')\n",
    "plt.ylabel('Estimated RR', fontsize=14, fontweight='bold')\n",
    "plt.title('Regression Plot of Actual vs Estimated RR', fontsize=16, fontweight='bold')\n",
    "\n",
    "# Bold and larger font for legend\n",
    "plt.legend(prop={'weight': 'bold', 'size': 12})\n",
    "plt.grid(True)\n",
    "\n",
    "# Show plot\n",
    "plt.show()\n",
    "\n",
    "# Optionally, print statistics\n",
    "print(f\"Mean Difference: {mean_diff:.2f}\")\n",
    "print(f\"Limits of Agreement: {loa_lower:.2f} to {loa_upper:.2f}\")\n",
    "print(f\"Regression line equation: y = {slope:.2f}x + {intercept:.2f}\")\n",
    "print(f\"R-squared: {r_value**2:.2f}\")\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "0f56cb42-e62e-4c3f-b171-01c0a4e07d2b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Mean Difference: -0.02\n",
      "Limits of Agreement: -1.97 to 1.92\n",
      "Regression line equation: y = 0.89x + 1.69\n",
      "R-squared: 0.87\n"
     ]
    }
   ],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "from scipy import stats\n",
    "\n",
    "# Load your CSV file\n",
    "data = pd.read_csv('Respiration Windows Results/estimated_respiration_rates_window_40.csv')  # Replace with your file path\n",
    "\n",
    "# Bland-Altman Analysis\n",
    "data['Difference'] = data['Actual RR'] - data['Estimated RR']\n",
    "data['Average'] = (data['Actual RR'] + data['Estimated RR']) / 2\n",
    "\n",
    "mean_diff = np.mean(data['Difference'])\n",
    "std_diff = np.std(data['Difference'])\n",
    "\n",
    "# Limits of Agreement (LoA)\n",
    "loa_upper = mean_diff + 1.96 * std_diff\n",
    "loa_lower = mean_diff - 1.96 * std_diff\n",
    "\n",
    "# Plot Bland-Altman plot\n",
    "plt.figure(figsize=(10, 6))\n",
    "plt.scatter(data['Average'], data['Difference'], color='blue', alpha=0.5)\n",
    "plt.axhline(mean_diff, color='black', linestyle='--', label='Mean Difference')\n",
    "plt.axhline(loa_upper, color='red', linestyle='--', label='Upper LoA (1.96 SD)')\n",
    "plt.axhline(loa_lower, color='red', linestyle='--', label='Lower LoA (-1.96 SD)')\n",
    "plt.ylim(-10, 10)\n",
    "\n",
    "# Bold labels and titles with larger font size\n",
    "plt.xlabel('Average RR', fontsize=14, fontweight='bold')\n",
    "plt.ylabel('Difference (Actual RR - Estimated RR)', fontsize=14, fontweight='bold')\n",
    "plt.title('Bland-Altman Plot - Window size : 40s', fontsize=16, fontweight='bold')\n",
    "\n",
    "# Bold and larger font for legend\n",
    "plt.legend(prop={'weight': 'bold', 'size': 12})\n",
    "plt.grid(True)\n",
    "\n",
    "# Modify tick parameters for bold and increased font size\n",
    "plt.tick_params(axis='both', labelsize=14, width=2)  # Increase font size\n",
    "for label in plt.gca().get_xticklabels() + plt.gca().get_yticklabels():\n",
    "    label.set_fontweight('bold')\n",
    "\n",
    "\n",
    "# Save Bland-Altman plot\n",
    "plt.savefig('40_bland_altman_plot.png', dpi=300, bbox_inches='tight')  # High-quality image\n",
    "\n",
    "# Show Bland-Altman plot\n",
    "plt.show()\n",
    "\n",
    "# Regression Analysis (Actual RR vs Estimated RR)\n",
    "slope, intercept, r_value, p_value, std_err = stats.linregress(data['Actual RR'], data['Estimated RR'])\n",
    "\n",
    "# Plotting the regression line\n",
    "plt.figure(figsize=(10, 6))\n",
    "plt.scatter(data['Actual RR'], data['Estimated RR'], color='blue', alpha=0.5)\n",
    "\n",
    "# Add regression line\n",
    "plt.plot(\n",
    "    data['Actual RR'], \n",
    "    slope * data['Actual RR'] + intercept, \n",
    "    color='red', \n",
    "    label=f'R² = {r_value**2:.2f}'  # Display R-squared in the legend\n",
    ")\n",
    "\n",
    "# Bold labels and titles with larger font size\n",
    "plt.xlabel('Actual RR', fontsize=14, fontweight='bold')\n",
    "plt.ylabel('Estimated RR', fontsize=14, fontweight='bold')\n",
    "plt.title('Regression Plot of Actual vs Estimated RR (Windows size : 40s)', fontsize=16, fontweight='bold')\n",
    "\n",
    "# Bold and larger font for legend\n",
    "plt.legend(prop={'weight': 'bold', 'size': 12})\n",
    "plt.grid(True)\n",
    "\n",
    "# Modify tick parameters for bold and increased font size\n",
    "plt.tick_params(axis='both', labelsize=14, width=2)  # Increase font size\n",
    "for label in plt.gca().get_xticklabels() + plt.gca().get_yticklabels():\n",
    "    label.set_fontweight('bold')\n",
    "\n",
    "# Save Regression plot\n",
    "plt.savefig('40_regression_plot.png', dpi=300, bbox_inches='tight')  # High-quality image\n",
    "\n",
    "# Show regression plot\n",
    "plt.show()\n",
    "\n",
    "# Optionally, print statistics\n",
    "print(f\"Mean Difference: {mean_diff:.2f}\")\n",
    "print(f\"Limits of Agreement: {loa_lower:.2f} to {loa_upper:.2f}\")\n",
    "print(f\"Regression line equation: y = {slope:.2f}x + {intercept:.2f}\")\n",
    "print(f\"R-squared: {r_value**2:.2f}\")\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "ff2f885b-2682-48d9-9a2a-f5baab73e306",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Mean Difference: -0.29\n",
      "Limits of Agreement: -4.16 to 3.57\n",
      "Regression line equation: y = 0.73x + 4.38\n",
      "R-squared: 0.54\n"
     ]
    }
   ],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "from scipy import stats\n",
    "\n",
    "# Load your CSV file\n",
    "data = pd.read_csv('Respiration Windows Results/estimated_respiration_rates_window_120.csv')  # Replace with your file path\n",
    "\n",
    "# Bland-Altman Analysis\n",
    "data['Difference'] = data['Actual RR'] - data['Estimated RR']\n",
    "data['Average'] = (data['Actual RR'] + data['Estimated RR']) / 2\n",
    "\n",
    "mean_diff = np.mean(data['Difference'])\n",
    "std_diff = np.std(data['Difference'])\n",
    "\n",
    "# Limits of Agreement (LoA)\n",
    "loa_upper = mean_diff + 1.96 * std_diff\n",
    "loa_lower = mean_diff - 1.96 * std_diff\n",
    "\n",
    "# Plot Bland-Altman plot\n",
    "plt.figure(figsize=(10, 6))\n",
    "plt.scatter(data['Average'], data['Difference'], color='blue', alpha=0.5)\n",
    "plt.axhline(mean_diff, color='black', linestyle='--', label='Mean Difference')\n",
    "plt.axhline(loa_upper, color='red', linestyle='--', label='Upper LoA (1.96 SD)')\n",
    "plt.axhline(loa_lower, color='red', linestyle='--', label='Lower LoA (-1.96 SD)')\n",
    "plt.ylim(-10, 10)\n",
    "\n",
    "# Bold labels and titles with larger font size\n",
    "plt.xlabel('Average RR', fontsize=14, fontweight='bold')\n",
    "plt.ylabel('Difference (Actual RR - Estimated RR)', fontsize=14, fontweight='bold')\n",
    "plt.title('Bland-Altman Plot - Window size : 120s', fontsize=16, fontweight='bold')\n",
    "\n",
    "# Bold and larger font for legend\n",
    "plt.legend(prop={'weight': 'bold', 'size': 12})\n",
    "plt.grid(True)\n",
    "\n",
    "# Modify tick parameters for bold and increased font size\n",
    "plt.tick_params(axis='both', labelsize=14, width=2)  # Increase font size\n",
    "for label in plt.gca().get_xticklabels() + plt.gca().get_yticklabels():\n",
    "    label.set_fontweight('bold')\n",
    "\n",
    "\n",
    "# Save Bland-Altman plot\n",
    "plt.savefig('120_bland_altman_plot.png', dpi=300, bbox_inches='tight')  # High-quality image\n",
    "\n",
    "# Show Bland-Altman plot\n",
    "plt.show()\n",
    "\n",
    "# Regression Analysis (Actual RR vs Estimated RR)\n",
    "slope, intercept, r_value, p_value, std_err = stats.linregress(data['Actual RR'], data['Estimated RR'])\n",
    "\n",
    "# Plotting the regression line\n",
    "plt.figure(figsize=(10, 6))\n",
    "plt.scatter(data['Actual RR'], data['Estimated RR'], color='blue', alpha=0.5)\n",
    "\n",
    "# Add regression line\n",
    "plt.plot(\n",
    "    data['Actual RR'], \n",
    "    slope * data['Actual RR'] + intercept, \n",
    "    color='red', \n",
    "    label=f'R² = {r_value**2:.2f}'  # Display R-squared in the legend\n",
    ")\n",
    "\n",
    "# Bold labels and titles with larger font size\n",
    "plt.xlabel('Actual RR', fontsize=14, fontweight='bold')\n",
    "plt.ylabel('Estimated RR', fontsize=14, fontweight='bold')\n",
    "plt.title('Regression Plot of Actual vs Estimated RR (Windows size : 120s)', fontsize=16, fontweight='bold')\n",
    "\n",
    "# Bold and larger font for legend\n",
    "plt.legend(prop={'weight': 'bold', 'size': 12})\n",
    "plt.grid(True)\n",
    "\n",
    "# Modify tick parameters for bold and increased font size\n",
    "plt.tick_params(axis='both', labelsize=14, width=2)  # Increase font size\n",
    "for label in plt.gca().get_xticklabels() + plt.gca().get_yticklabels():\n",
    "    label.set_fontweight('bold')\n",
    "\n",
    "# Save Regression plot\n",
    "plt.savefig('120_regression_plot.png', dpi=300, bbox_inches='tight')  # High-quality image\n",
    "\n",
    "# Show regression plot\n",
    "plt.show()\n",
    "\n",
    "# Optionally, print statistics\n",
    "print(f\"Mean Difference: {mean_diff:.2f}\")\n",
    "print(f\"Limits of Agreement: {loa_lower:.2f} to {loa_upper:.2f}\")\n",
    "print(f\"Regression line equation: y = {slope:.2f}x + {intercept:.2f}\")\n",
    "print(f\"R-squared: {r_value**2:.2f}\")\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "02e12131-7af5-40de-8178-f7e021aa7e66",
   "metadata": {},
   "outputs": [],
   "source": []
  }
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